From 31ddfff0e127f328d75afda87da57bbec5056978 Mon Sep 17 00:00:00 2001 From: Adam Debreceni Date: Tue, 17 Feb 2026 15:05:52 +0100 Subject: [PATCH 01/14] MINIFICPP-2719 - Add multimodal capability to llama.cpp processor --- cmake/LlamaCpp.cmake | 15 +- extensions/llamacpp/CMakeLists.txt | 2 +- .../processors/DefaultLlamaContext.cpp | 148 ++++++++++++++++-- .../llamacpp/processors/DefaultLlamaContext.h | 8 +- extensions/llamacpp/processors/LlamaContext.h | 2 +- .../processors/RunLlamaCppInference.cpp | 21 ++- .../processors/RunLlamaCppInference.h | 10 ++ .../tests/RunLlamaCppInferenceTests.cpp | 2 +- thirdparty/llamacpp/cpp-23-fixes.patch | 24 --- thirdparty/llamacpp/lu8_macro_fix.patch | 17 -- 10 files changed, 174 insertions(+), 75 deletions(-) delete mode 100644 thirdparty/llamacpp/cpp-23-fixes.patch delete mode 100644 thirdparty/llamacpp/lu8_macro_fix.patch diff --git a/cmake/LlamaCpp.cmake b/cmake/LlamaCpp.cmake index f78101c6f9..1494b137e4 100644 --- a/cmake/LlamaCpp.cmake +++ b/cmake/LlamaCpp.cmake @@ -21,6 +21,8 @@ set(BUILD_SHARED_LIBS "OFF" CACHE STRING "" FORCE) set(LLAMA_BUILD_TESTS "OFF" CACHE STRING "" FORCE) set(LLAMA_BUILD_EXAMPLES "OFF" CACHE STRING "" FORCE) set(LLAMA_BUILD_SERVER "OFF" CACHE STRING "" FORCE) +set(LLAMA_BUILD_COMMON "ON" CACHE STRING "" FORCE) +set(LLAMA_BUILD_TOOLS "ON" CACHE STRING "" FORCE) set(GGML_OPENMP "OFF" CACHE STRING "" FORCE) set(GGML_METAL "OFF" CACHE STRING "" FORCE) set(GGML_BLAS "OFF" CACHE STRING "" FORCE) @@ -30,17 +32,9 @@ else() set(GGML_NATIVE "ON" CACHE STRING "" FORCE) endif() -set(PATCH_FILE_1 "${CMAKE_SOURCE_DIR}/thirdparty/llamacpp/lu8_macro_fix.patch") # https://github.com/ggml-org/llama.cpp/issues/12740 -set(PATCH_FILE_2 "${CMAKE_SOURCE_DIR}/thirdparty/llamacpp/cpp-23-fixes.patch") - -set(PC ${Bash_EXECUTABLE} -c "set -x &&\ - (\\\"${Patch_EXECUTABLE}\\\" -p1 -R -s -f --dry-run -i \\\"${PATCH_FILE_1}\\\" || \\\"${Patch_EXECUTABLE}\\\" -p1 -N -i \\\"${PATCH_FILE_1}\\\") &&\ - (\\\"${Patch_EXECUTABLE}\\\" -p1 -R -s -f --dry-run -i \\\"${PATCH_FILE_2}\\\" || \\\"${Patch_EXECUTABLE}\\\" -p1 -N -i \\\"${PATCH_FILE_2}\\\")") - FetchContent_Declare(llamacpp - URL https://github.com/ggml-org/llama.cpp/archive/refs/tags/b5958.tar.gz - URL_HASH SHA256=4e8a2abd83092aa446cd13556f6fe8777139da7b191bdaa0e1b79fe9740b36a6 - PATCH_COMMAND "${PC}" + URL https://github.com/ggml-org/llama.cpp/archive/refs/tags/b7836.tar.gz + URL_HASH SHA256=3d384e7e8b3bc3cd31abddedf684a6e201405c1d932cafb3c4a5277d872b0614 SYSTEM ) @@ -49,5 +43,6 @@ FetchContent_MakeAvailable(llamacpp) set(LLAMACPP_INCLUDE_DIRS "${llamacpp_SOURCE_DIR}/include" "${llamacpp_SOURCE_DIR}/ggml/include" + "${llamacpp_SOURCE_DIR}/tools" CACHE STRING "" FORCE ) diff --git a/extensions/llamacpp/CMakeLists.txt b/extensions/llamacpp/CMakeLists.txt index 421143f692..6312a92d41 100644 --- a/extensions/llamacpp/CMakeLists.txt +++ b/extensions/llamacpp/CMakeLists.txt @@ -31,7 +31,7 @@ add_minifi_library(minifi-llamacpp SHARED ${SOURCES}) target_include_directories(minifi-llamacpp PUBLIC "${CMAKE_SOURCE_DIR}/extensions/llamacpp") target_include_directories(minifi-llamacpp PUBLIC "${LLAMACPP_INCLUDE_DIRS}") -target_link_libraries(minifi-llamacpp minifi-cpp-extension-lib llama) +target_link_libraries(minifi-llamacpp minifi-cpp-extension-lib llama mtmd) register_c_api_extension(minifi-llamacpp "LLAMACPP EXTENSION" LLAMACPP-EXTENSION "Provides llama.cpp support" "extensions/llamacpp/tests") diff --git a/extensions/llamacpp/processors/DefaultLlamaContext.cpp b/extensions/llamacpp/processors/DefaultLlamaContext.cpp index 23559fb7c9..4adf1c7f4f 100644 --- a/extensions/llamacpp/processors/DefaultLlamaContext.cpp +++ b/extensions/llamacpp/processors/DefaultLlamaContext.cpp @@ -16,8 +16,12 @@ */ #include "DefaultLlamaContext.h" + +#include + #include "minifi-cpp/Exception.h" #include "fmt/format.h" +#include "mtmd/mtmd-helper.h" namespace org::apache::nifi::minifi::extensions::llamacpp::processors { @@ -41,7 +45,8 @@ constexpr size_t DEFAULT_BUFFER_SIZE = 4096; } // namespace -DefaultLlamaContext::DefaultLlamaContext(const std::filesystem::path& model_path, const LlamaSamplerParams& llama_sampler_params, const LlamaContextParams& llama_ctx_params) { +DefaultLlamaContext::DefaultLlamaContext(const std::filesystem::path& model_path, const std::optional& multimodal_model_path, + const LlamaSamplerParams& llama_sampler_params, const LlamaContextParams& llama_ctx_params, const std::shared_ptr& logger) { llama_model_ = llama_model_load_from_file(model_path.string().c_str(), llama_model_default_params()); // NOLINT(cppcoreguidelines-prefer-member-initializer) if (!llama_model_) { throw Exception(ExceptionType::PROCESS_SCHEDULE_EXCEPTION, fmt::format("Failed to load model from '{}'", model_path.string())); @@ -54,7 +59,7 @@ DefaultLlamaContext::DefaultLlamaContext(const std::filesystem::path& model_path ctx_params.n_seq_max = llama_ctx_params.n_seq_max; ctx_params.n_threads = llama_ctx_params.n_threads; ctx_params.n_threads_batch = llama_ctx_params.n_threads_batch; - ctx_params.flash_attn = false; + ctx_params.flash_attn_type = LLAMA_FLASH_ATTN_TYPE_DISABLED; llama_ctx_ = llama_init_from_model(llama_model_, ctx_params); auto sparams = llama_sampler_chain_default_params(); @@ -73,9 +78,27 @@ DefaultLlamaContext::DefaultLlamaContext(const std::filesystem::path& model_path llama_sampler_chain_add(llama_sampler_, llama_sampler_init_temp(*llama_sampler_params.temperature)); } llama_sampler_chain_add(llama_sampler_, llama_sampler_init_dist(LLAMA_DEFAULT_SEED)); + + if (!multimodal_model_path) { + logger->log_info("No multimodal model path provided"); + return; + } + + mtmd_context_params mparams = mtmd_context_params_default(); + mparams.use_gpu = false; + mparams.flash_attn_type = LLAMA_FLASH_ATTN_TYPE_DISABLED; + + multimodal_ctx_ = mtmd_init_from_file(multimodal_model_path->string().c_str(), llama_model_, mparams); + if (!multimodal_ctx_) { + throw Exception(ExceptionType::PROCESS_SCHEDULE_EXCEPTION, fmt::format("Failed to load multimodal model from '{}'", multimodal_model_path->string())); + } + + logger->log_info("Successfully loaded multimodal model from '{}'", multimodal_model_path->string()); } DefaultLlamaContext::~DefaultLlamaContext() { + mtmd_free(multimodal_ctx_); + multimodal_ctx_ = nullptr; llama_sampler_free(llama_sampler_); llama_sampler_ = nullptr; llama_free(llama_ctx_); @@ -108,24 +131,100 @@ std::optional DefaultLlamaContext::applyTemplate(const std::vector< return text; } -std::expected DefaultLlamaContext::generate(const std::string& input, std::function token_handler) { +namespace { + +struct mtmd_bitmap_deleter { + void operator()(mtmd_bitmap* val) { mtmd_bitmap_free(val); } +}; +using unique_bitmap_ptr = std::unique_ptr; + +struct mtmd_input_chunks_deleter { + void operator()(mtmd_input_chunks* val) { mtmd_input_chunks_free(val); } +}; +using unique_mtmd_input_chunks_ptr = std::unique_ptr; + +class unique_llama_batch { + public: + explicit unique_llama_batch(std::optional batch = std::nullopt): batch_(std::move(batch)) {} + + unique_llama_batch(unique_llama_batch&&) = default; + unique_llama_batch& operator=(unique_llama_batch&&) = default; + unique_llama_batch(const unique_llama_batch&) = delete; + unique_llama_batch& operator=(const unique_llama_batch&) = delete; + + std::optional get() const { + return batch_; + } + + std::optional& operator->() { + return batch_; + } + + void reset(std::optional batch = std::nullopt) { + if (batch_) { + llama_batch_free(batch_.value()); + } + batch_ = std::move(batch); + } + + ~unique_llama_batch() { + if (batch_) { + llama_batch_free(batch_.value()); + } + batch_.reset(); + } + + private: + std::optional batch_; +}; + +} // namespace + +std::expected DefaultLlamaContext::generate(const std::string& prompt, const std::vector>& files, std::function token_handler) { GenerationResult result{}; auto start_time = std::chrono::steady_clock::now(); + llama_memory_seq_rm(llama_get_memory(llama_ctx_), 0, -1, -1); const llama_vocab * vocab = llama_model_get_vocab(llama_model_); - std::vector tokenized_input = tokenizeInput(vocab, input); - result.num_tokens_in = gsl::narrow(tokenized_input.size()); + llama_pos n_past = 0; + std::vector tokenized_input; + unique_llama_batch batch; + int32_t decode_status = 0; + if (multimodal_ctx_) { + gsl_Assert(!files.empty()); + std::vector bitmaps; + for (auto& file : files) { + unique_bitmap_ptr bitmap{mtmd_helper_bitmap_init_from_buf(multimodal_ctx_, reinterpret_cast(file.data()), file.size())}; + if (!bitmap) { + throw Exception(PROCESSOR_EXCEPTION, "Failed to create multimodal bitmap from buffer"); + } + bitmaps.push_back(std::move(bitmap)); + } + mtmd_input_text inp_txt = { + .text = prompt.c_str(), + .add_special = true, + .parse_special = true, + }; + unique_mtmd_input_chunks_ptr chunks{mtmd_input_chunks_init()}; + auto bitmap_c_ptrs = bitmaps | std::views::transform([] (auto& ptr) {return ptr.get();}) | std::ranges::to>(); + auto tokenized = mtmd_tokenize(multimodal_ctx_, chunks.get(), &inp_txt, bitmap_c_ptrs.data(), bitmap_c_ptrs.size()); + if (tokenized != 0) { + throw Exception(PROCESSOR_EXCEPTION, fmt::format("Failed to tokenize multimodal prompt, error: {}", tokenized)); + } + auto status = mtmd_helper_eval_chunks(multimodal_ctx_, llama_ctx_, chunks.get(), 0, 0, 1, true, &n_past); + if (status != 0) { + throw Exception(PROCESSOR_EXCEPTION, fmt::format("Failed to eval multimodal chunks, error: {}", status)); + } + } else { + gsl_Assert(files.empty()); + tokenized_input = tokenizeInput(vocab, prompt); + n_past = gsl::narrow(tokenized_input.size()); + result.num_tokens_in = gsl::narrow(tokenized_input.size()); + decode_status = llama_decode(llama_ctx_, llama_batch_get_one(tokenized_input.data(), n_past)); + } - llama_batch batch = llama_batch_get_one(tokenized_input.data(), gsl::narrow(tokenized_input.size())); llama_token new_token_id = 0; bool first_token_generated = false; - while (true) { - int32_t res = llama_decode(llama_ctx_, batch); - if (res == 1) { - return std::unexpected{"Could not find a KV slot for the batch (try reducing the size of the batch or increase the context)"}; - } else if (res < 0) { - return std::unexpected{"Error occurred while executing llama decode"}; - } - + while (decode_status == 0) { new_token_id = llama_sampler_sample(llama_sampler_, llama_ctx_, -1); if (!first_token_generated) { result.time_to_first_token = std::chrono::duration_cast(std::chrono::steady_clock::now() - start_time); @@ -147,8 +246,27 @@ std::expected DefaultLlamaContext::generate(const gsl_Assert(len < 128); std::string_view token_str{buf.data(), gsl::narrow(len)}; - batch = llama_batch_get_one(&new_token_id, 1); + batch.reset(llama_batch_init(1, 0, 1)); + batch->n_tokens = 1; + batch->token[0] = new_token_id; + batch->pos[0] = n_past; + batch->n_seq_id[0] = 1; + batch->seq_id[0][0] = 0; + batch->logits[0] = true; + ++n_past; token_handler(token_str); + + decode_status = llama_decode(llama_ctx_, batch.get().value()); + } + + if (decode_status == 1) { + return nonstd::make_unexpected("Could not find a KV slot for the batch (try reducing the size of the batch or increase the context)"); + } + if (decode_status == 2) { + return nonstd::make_unexpected("Llama decode aborted"); + } + if (decode_status < 0) { + return nonstd::make_unexpected("Error occurred while executing llama decode"); } result.tokens_per_second = diff --git a/extensions/llamacpp/processors/DefaultLlamaContext.h b/extensions/llamacpp/processors/DefaultLlamaContext.h index 94c3346b2f..4771e1c7f0 100644 --- a/extensions/llamacpp/processors/DefaultLlamaContext.h +++ b/extensions/llamacpp/processors/DefaultLlamaContext.h @@ -19,12 +19,15 @@ #include "LlamaContext.h" #include "llama.h" #include "LlamaBackendInitializer.h" +#include "mtmd/mtmd.h" +#include "minifi-cpp/core/logging/Logger.h" namespace org::apache::nifi::minifi::extensions::llamacpp::processors { class DefaultLlamaContext : public LlamaContext { public: - DefaultLlamaContext(const std::filesystem::path& model_path, const LlamaSamplerParams& llama_sampler_params, const LlamaContextParams& llama_ctx_params); + DefaultLlamaContext(const std::filesystem::path& model_path, const std::optional& multimodal_model_path, + const LlamaSamplerParams& llama_sampler_params, const LlamaContextParams& llama_ctx_params, const std::shared_ptr& logger); DefaultLlamaContext(const DefaultLlamaContext&) = delete; DefaultLlamaContext(DefaultLlamaContext&&) = delete; DefaultLlamaContext& operator=(const DefaultLlamaContext&) = delete; @@ -32,12 +35,13 @@ class DefaultLlamaContext : public LlamaContext { ~DefaultLlamaContext() override; std::optional applyTemplate(const std::vector& messages) override; - std::expected generate(const std::string& input, std::function token_handler) override; + std::expected generate(const std::string& prompt, const std::vector>& files, std::function token_handler) override; private: const LlamaBackendInitializer& llama_context_initializer_ = LlamaBackendInitializer::get(); llama_model* llama_model_{}; llama_context* llama_ctx_{}; + mtmd_context* multimodal_ctx_{}; llama_sampler* llama_sampler_{}; }; diff --git a/extensions/llamacpp/processors/LlamaContext.h b/extensions/llamacpp/processors/LlamaContext.h index a7cd2eb44e..cc8119bc58 100644 --- a/extensions/llamacpp/processors/LlamaContext.h +++ b/extensions/llamacpp/processors/LlamaContext.h @@ -59,7 +59,7 @@ struct GenerationResult { class LlamaContext { public: virtual std::optional applyTemplate(const std::vector& messages) = 0; - virtual std::expected generate(const std::string& input, std::function token_handler) = 0; + virtual std::expected generate(const std::string& input, const std::vector>& files, std::function token_handler) = 0; virtual ~LlamaContext() = default; }; diff --git a/extensions/llamacpp/processors/RunLlamaCppInference.cpp b/extensions/llamacpp/processors/RunLlamaCppInference.cpp index 5927a0199e..2150651d81 100644 --- a/extensions/llamacpp/processors/RunLlamaCppInference.cpp +++ b/extensions/llamacpp/processors/RunLlamaCppInference.cpp @@ -31,7 +31,9 @@ namespace org::apache::nifi::minifi::extensions::llamacpp::processors { MinifiStatus RunLlamaCppInference::onScheduleImpl(api::core::ProcessContext& context) { model_path_.clear(); model_path_ = api::utils::parseProperty(context, ModelPath); + multimodal_model_path_ = api::utils::parseOptionalProperty(context, MultiModalModelPath); system_prompt_ = context.getProperty(SystemPrompt).value_or(""); + output_attribute_ = api::utils::parseOptionalProperty(context, OutputAttributeName); LlamaSamplerParams llama_sampler_params; llama_sampler_params.temperature = api::utils::parseOptionalFloatProperty(context, Temperature); @@ -53,7 +55,7 @@ MinifiStatus RunLlamaCppInference::onScheduleImpl(api::core::ProcessContext& con if (llama_context_provider_) { llama_ctx_ = llama_context_provider_(model_path_, llama_sampler_params, llama_ctx_params); } else { - llama_ctx_ = std::make_unique(model_path_, llama_sampler_params, llama_ctx_params); + llama_ctx_ = std::make_unique(model_path_, multimodal_model_path_, llama_sampler_params, llama_ctx_params, logger_); } return MINIFI_STATUS_SUCCESS; @@ -76,10 +78,16 @@ MinifiStatus RunLlamaCppInference::onTriggerImpl(api::core::ProcessContext& cont auto prompt = context.getProperty(Prompt, &flow_file).value_or(""); auto read_result = session.readBuffer(flow_file); + std::vector> files; std::string input_data_and_prompt; if (!read_result.empty()) { input_data_and_prompt.append("Input data (or flow file content):\n"); - input_data_and_prompt.append({reinterpret_cast(read_result.data()), read_result.size()}); + if (multimodal_model_path_) { + input_data_and_prompt.append(mtmd_default_marker()); + files.push_back(std::move(read_result)); + } else { + input_data_and_prompt.append({reinterpret_cast(read_result.data()), read_result.size()}); + } input_data_and_prompt.append("\n\n"); } input_data_and_prompt.append(prompt); @@ -111,7 +119,7 @@ MinifiStatus RunLlamaCppInference::onTriggerImpl(api::core::ProcessContext& cont auto start_time = std::chrono::steady_clock::now(); std::string text; - auto generation_result = llama_ctx_->generate(*input, [&] (std::string_view token) { + auto generation_result = llama_ctx_->generate(*input, files, [&] (std::string_view token) { text += token; }); @@ -133,7 +141,12 @@ MinifiStatus RunLlamaCppInference::onTriggerImpl(api::core::ProcessContext& cont session.setAttribute(flow_file, LlamaCppTimeToFirstToken.name, std::to_string(generation_result->time_to_first_token.count()) + " ms"); session.setAttribute(flow_file, LlamaCppTokensPerSecond.name, fmt::format("{:.2f}", generation_result->tokens_per_second)); - session.writeBuffer(flow_file, text); + if (output_attribute_) { + session.setAttribute(flow_file, output_attribute_.value(), text); + } else { + session.writeBuffer(flow_file, text); + } + session.transfer(std::move(flow_file), Success); return MINIFI_STATUS_SUCCESS; diff --git a/extensions/llamacpp/processors/RunLlamaCppInference.h b/extensions/llamacpp/processors/RunLlamaCppInference.h index 76ae3a1f65..bf9b7d3151 100644 --- a/extensions/llamacpp/processors/RunLlamaCppInference.h +++ b/extensions/llamacpp/processors/RunLlamaCppInference.h @@ -59,6 +59,12 @@ class RunLlamaCppInference : public api::core::ProcessorImpl { .withDescription("The filesystem path of the model file in gguf format.") .isRequired(true) .build(); + EXTENSIONAPI static constexpr auto OutputAttributeName = core::PropertyDefinitionBuilder<>::createProperty("Output Attribute Name") + .withDescription("Specify the attribute to use as output, if not provided, the content is overridden instead.") + .build(); + EXTENSIONAPI static constexpr auto MultiModalModelPath = core::PropertyDefinitionBuilder<>::createProperty("MultiModal Model Path") + .withDescription("The filesystem path of the multimodal model (visual, audio) file in gguf format.") + .build(); EXTENSIONAPI static constexpr auto Temperature = core::PropertyDefinitionBuilder<>::createProperty("Temperature") .withDescription("The temperature to use for sampling.") .withDefaultValue("0.8") @@ -128,6 +134,8 @@ class RunLlamaCppInference : public api::core::ProcessorImpl { EXTENSIONAPI static constexpr auto Properties = std::to_array({ ModelPath, + OutputAttributeName, + MultiModalModelPath, Temperature, TopK, TopP, @@ -167,7 +175,9 @@ class RunLlamaCppInference : public api::core::ProcessorImpl { void increaseTokensOut(uint64_t token_count); std::string model_path_; + std::optional multimodal_model_path_; std::string system_prompt_; + std::optional output_attribute_; LlamaContextProvider llama_context_provider_; std::unique_ptr llama_ctx_; diff --git a/extensions/llamacpp/tests/RunLlamaCppInferenceTests.cpp b/extensions/llamacpp/tests/RunLlamaCppInferenceTests.cpp index 9fa893fba3..f12c004609 100644 --- a/extensions/llamacpp/tests/RunLlamaCppInferenceTests.cpp +++ b/extensions/llamacpp/tests/RunLlamaCppInferenceTests.cpp @@ -37,7 +37,7 @@ class MockLlamaContext : public processors::LlamaContext { return "Test input"; } - std::expected generate(const std::string& input, std::function token_handler) override { + std::expected generate(const std::string& input, const std::vector>& /*files*/, std::function token_handler) override { if (fail_generation_) { return std::unexpected{"Generation failed"}; } diff --git a/thirdparty/llamacpp/cpp-23-fixes.patch b/thirdparty/llamacpp/cpp-23-fixes.patch deleted file mode 100644 index 0e84e43956..0000000000 --- a/thirdparty/llamacpp/cpp-23-fixes.patch +++ /dev/null @@ -1,24 +0,0 @@ -From 072bd8ce7e10a0fffb1e2bc755c2964e472909ed Mon Sep 17 00:00:00 2001 -From: Martin Zink -Date: Tue, 22 Jul 2025 12:49:42 +0200 -Subject: [PATCH] c++23 fixes - ---- - src/llama-hparams.cpp | 2 ++ - 1 file changed, 2 insertions(+) - -diff --git a/src/llama-hparams.cpp b/src/llama-hparams.cpp -index c6c67d26..db36de4d 100644 ---- a/src/llama-hparams.cpp -+++ b/src/llama-hparams.cpp -@@ -1,5 +1,7 @@ - #include "llama-hparams.h" - -+#include -+ - #include "ggml.h" - - void llama_hparams::set_swa_pattern(uint32_t n_pattern) { --- -2.39.5 (Apple Git-154) - diff --git a/thirdparty/llamacpp/lu8_macro_fix.patch b/thirdparty/llamacpp/lu8_macro_fix.patch deleted file mode 100644 index a1b92d28b3..0000000000 --- a/thirdparty/llamacpp/lu8_macro_fix.patch +++ /dev/null @@ -1,17 +0,0 @@ -diff --git a/src/llama-chat.cpp b/src/llama-chat.cpp -index dd27a381..47550954 100644 ---- a/src/llama-chat.cpp -+++ b/src/llama-chat.cpp -@@ -6,11 +6,7 @@ - #include - #include - --#if __cplusplus >= 202000L -- #define LU8(x) (const char*)(u8##x) --#else -- #define LU8(x) u8##x --#endif -+#define LU8(x) reinterpret_cast(u8##x) - - // trim whitespace from the beginning and end of a string - static std::string trim(const std::string & str) { From 6e5d52c742841f0aab0c1a22b71e45379a3a18f9 Mon Sep 17 00:00:00 2001 From: Adam Debreceni Date: Wed, 18 Feb 2026 13:38:19 +0100 Subject: [PATCH 02/14] MINIFICPP-2719 - Do not build executable tools --- cmake/LlamaCpp.cmake | 8 +++++++- thirdparty/llamacpp/mtmd-fix.patch | 31 ++++++++++++++++++++++++++++++ 2 files changed, 38 insertions(+), 1 deletion(-) create mode 100644 thirdparty/llamacpp/mtmd-fix.patch diff --git a/cmake/LlamaCpp.cmake b/cmake/LlamaCpp.cmake index 1494b137e4..9d6f23b542 100644 --- a/cmake/LlamaCpp.cmake +++ b/cmake/LlamaCpp.cmake @@ -22,7 +22,6 @@ set(LLAMA_BUILD_TESTS "OFF" CACHE STRING "" FORCE) set(LLAMA_BUILD_EXAMPLES "OFF" CACHE STRING "" FORCE) set(LLAMA_BUILD_SERVER "OFF" CACHE STRING "" FORCE) set(LLAMA_BUILD_COMMON "ON" CACHE STRING "" FORCE) -set(LLAMA_BUILD_TOOLS "ON" CACHE STRING "" FORCE) set(GGML_OPENMP "OFF" CACHE STRING "" FORCE) set(GGML_METAL "OFF" CACHE STRING "" FORCE) set(GGML_BLAS "OFF" CACHE STRING "" FORCE) @@ -32,9 +31,16 @@ else() set(GGML_NATIVE "ON" CACHE STRING "" FORCE) endif() +set(PATCH_FILE_1 "${CMAKE_SOURCE_DIR}/thirdparty/llamacpp/mtmd-fix.patch") + +set(PC ${Bash_EXECUTABLE} -c "set -x &&\ + (\\\"${Patch_EXECUTABLE}\\\" -p1 -R -s -f --dry-run -i \\\"${PATCH_FILE_1}\\\" || \\\"${Patch_EXECUTABLE}\\\" -p1 -N -i \\\"${PATCH_FILE_1}\\\")") + + FetchContent_Declare(llamacpp URL https://github.com/ggml-org/llama.cpp/archive/refs/tags/b7836.tar.gz URL_HASH SHA256=3d384e7e8b3bc3cd31abddedf684a6e201405c1d932cafb3c4a5277d872b0614 + PATCH_COMMAND "${PC}" SYSTEM ) diff --git a/thirdparty/llamacpp/mtmd-fix.patch b/thirdparty/llamacpp/mtmd-fix.patch new file mode 100644 index 0000000000..b462347ad8 --- /dev/null +++ b/thirdparty/llamacpp/mtmd-fix.patch @@ -0,0 +1,31 @@ +diff --color=auto -rupN llamacpp-src-original/CMakeLists.txt llamacpp-src-patched/CMakeLists.txt +--- llamacpp-src-original/CMakeLists.txt 2026-01-25 21:19:47 ++++ llamacpp-src-patched/CMakeLists.txt 2026-02-18 13:15:46 +@@ -212,6 +212,7 @@ add_subdirectory(src) + # + + add_subdirectory(src) ++add_subdirectory(tools/mtmd) + + # + # utils, programs, examples and tests +diff --color=auto -rupN llamacpp-src-original/tools/mtmd/CMakeLists.txt llamacpp-src-patched/tools/mtmd/CMakeLists.txt +--- llamacpp-src-original/tools/mtmd/CMakeLists.txt 2026-01-25 21:19:47 ++++ llamacpp-src-patched/tools/mtmd/CMakeLists.txt 2026-02-18 13:13:40 +@@ -80,16 +80,3 @@ endif() + endif() + endif() + +-add_executable(llama-llava-cli deprecation-warning.cpp) +-add_executable(llama-gemma3-cli deprecation-warning.cpp) +-add_executable(llama-minicpmv-cli deprecation-warning.cpp) +-add_executable(llama-qwen2vl-cli deprecation-warning.cpp) +- +-set(TARGET llama-mtmd-cli) +-add_executable (${TARGET} mtmd-cli.cpp) +-set_target_properties (${TARGET} PROPERTIES OUTPUT_NAME llama-mtmd-cli) +-if(LLAMA_TOOLS_INSTALL) +- install(TARGETS ${TARGET} RUNTIME) +-endif() +-target_link_libraries (${TARGET} PRIVATE common mtmd Threads::Threads) +-target_compile_features(${TARGET} PRIVATE cxx_std_17) From d2ce27618dccd3f4c8a00d7739ba6127f78aadc1 Mon Sep 17 00:00:00 2001 From: Adam Debreceni Date: Mon, 27 Apr 2026 12:05:09 +0200 Subject: [PATCH 03/14] MINIFICPP-2719 - Fix build --- extensions/llamacpp/processors/DefaultLlamaContext.cpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/extensions/llamacpp/processors/DefaultLlamaContext.cpp b/extensions/llamacpp/processors/DefaultLlamaContext.cpp index 4adf1c7f4f..2d0a1e8fba 100644 --- a/extensions/llamacpp/processors/DefaultLlamaContext.cpp +++ b/extensions/llamacpp/processors/DefaultLlamaContext.cpp @@ -205,7 +205,7 @@ std::expected DefaultLlamaContext::generate(const .parse_special = true, }; unique_mtmd_input_chunks_ptr chunks{mtmd_input_chunks_init()}; - auto bitmap_c_ptrs = bitmaps | std::views::transform([] (auto& ptr) {return ptr.get();}) | std::ranges::to>(); + auto bitmap_c_ptrs = bitmaps | std::views::transform([] (auto& ptr) {return static_cast(ptr.get());}) | std::ranges::to(); auto tokenized = mtmd_tokenize(multimodal_ctx_, chunks.get(), &inp_txt, bitmap_c_ptrs.data(), bitmap_c_ptrs.size()); if (tokenized != 0) { throw Exception(PROCESSOR_EXCEPTION, fmt::format("Failed to tokenize multimodal prompt, error: {}", tokenized)); From 9dc1f9037e9b2ffded82adb015c3ea7ae6c39407 Mon Sep 17 00:00:00 2001 From: Adam Debreceni Date: Mon, 27 Apr 2026 13:06:52 +0200 Subject: [PATCH 04/14] MINIFICPP-2719 - Fix rebase --- extensions/llamacpp/processors/DefaultLlamaContext.cpp | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/extensions/llamacpp/processors/DefaultLlamaContext.cpp b/extensions/llamacpp/processors/DefaultLlamaContext.cpp index 2d0a1e8fba..e751716def 100644 --- a/extensions/llamacpp/processors/DefaultLlamaContext.cpp +++ b/extensions/llamacpp/processors/DefaultLlamaContext.cpp @@ -260,13 +260,13 @@ std::expected DefaultLlamaContext::generate(const } if (decode_status == 1) { - return nonstd::make_unexpected("Could not find a KV slot for the batch (try reducing the size of the batch or increase the context)"); + return std::unexpected("Could not find a KV slot for the batch (try reducing the size of the batch or increase the context)"); } if (decode_status == 2) { - return nonstd::make_unexpected("Llama decode aborted"); + return std::unexpected("Llama decode aborted"); } if (decode_status < 0) { - return nonstd::make_unexpected("Error occurred while executing llama decode"); + return std::unexpected("Error occurred while executing llama decode"); } result.tokens_per_second = From 09c3416b0d38a81a0dba5c7e251931847c1e40f5 Mon Sep 17 00:00:00 2001 From: Adam Debreceni Date: Thu, 30 Apr 2026 10:02:26 +0200 Subject: [PATCH 05/14] MINIFICPP-2719 - Fix template use --- cmake/LlamaCpp.cmake | 6 ++-- extensions/llamacpp/CMakeLists.txt | 2 +- .../processors/DefaultLlamaContext.cpp | 25 +++++---------- .../llamacpp/processors/DefaultLlamaContext.h | 2 ++ thirdparty/llamacpp/mtmd-fix.patch | 31 +++++++++++++------ 5 files changed, 37 insertions(+), 29 deletions(-) diff --git a/cmake/LlamaCpp.cmake b/cmake/LlamaCpp.cmake index 9d6f23b542..8b3439e791 100644 --- a/cmake/LlamaCpp.cmake +++ b/cmake/LlamaCpp.cmake @@ -38,8 +38,8 @@ set(PC ${Bash_EXECUTABLE} -c "set -x &&\ FetchContent_Declare(llamacpp - URL https://github.com/ggml-org/llama.cpp/archive/refs/tags/b7836.tar.gz - URL_HASH SHA256=3d384e7e8b3bc3cd31abddedf684a6e201405c1d932cafb3c4a5277d872b0614 + URL https://github.com/ggml-org/llama.cpp/archive/refs/tags/b8944.tar.gz + URL_HASH SHA256=ca231c8aca086f56bad3ed371f6dc5b01e971e812a8ddf67564f087390c0e781 PATCH_COMMAND "${PC}" SYSTEM ) @@ -50,5 +50,7 @@ set(LLAMACPP_INCLUDE_DIRS "${llamacpp_SOURCE_DIR}/include" "${llamacpp_SOURCE_DIR}/ggml/include" "${llamacpp_SOURCE_DIR}/tools" + "${llamacpp_SOURCE_DIR}/common" + "${llamacpp_SOURCE_DIR}/vendor" CACHE STRING "" FORCE ) diff --git a/extensions/llamacpp/CMakeLists.txt b/extensions/llamacpp/CMakeLists.txt index 6312a92d41..1de6be4589 100644 --- a/extensions/llamacpp/CMakeLists.txt +++ b/extensions/llamacpp/CMakeLists.txt @@ -31,7 +31,7 @@ add_minifi_library(minifi-llamacpp SHARED ${SOURCES}) target_include_directories(minifi-llamacpp PUBLIC "${CMAKE_SOURCE_DIR}/extensions/llamacpp") target_include_directories(minifi-llamacpp PUBLIC "${LLAMACPP_INCLUDE_DIRS}") -target_link_libraries(minifi-llamacpp minifi-cpp-extension-lib llama mtmd) +target_link_libraries(minifi-llamacpp minifi-cpp-extension-lib llama mtmd llama-common) register_c_api_extension(minifi-llamacpp "LLAMACPP EXTENSION" LLAMACPP-EXTENSION "Provides llama.cpp support" "extensions/llamacpp/tests") diff --git a/extensions/llamacpp/processors/DefaultLlamaContext.cpp b/extensions/llamacpp/processors/DefaultLlamaContext.cpp index e751716def..e7f30a81dc 100644 --- a/extensions/llamacpp/processors/DefaultLlamaContext.cpp +++ b/extensions/llamacpp/processors/DefaultLlamaContext.cpp @@ -52,6 +52,8 @@ DefaultLlamaContext::DefaultLlamaContext(const std::filesystem::path& model_path throw Exception(ExceptionType::PROCESS_SCHEDULE_EXCEPTION, fmt::format("Failed to load model from '{}'", model_path.string())); } + chat_template_ = common_chat_templates_init(llama_model_, ""); + llama_context_params ctx_params = llama_context_default_params(); ctx_params.n_ctx = llama_ctx_params.n_ctx; ctx_params.n_batch = llama_ctx_params.n_batch; @@ -108,27 +110,16 @@ DefaultLlamaContext::~DefaultLlamaContext() { } std::optional DefaultLlamaContext::applyTemplate(const std::vector& messages) { - std::vector llama_messages; - llama_messages.reserve(messages.size()); - std::transform(messages.begin(), messages.end(), std::back_inserter(llama_messages), - [](const LlamaChatMessage& msg) { return llama_chat_message{.role = msg.role.c_str(), .content = msg.content.c_str()}; }); - std::string text; - text.resize(DEFAULT_BUFFER_SIZE); - const char * chat_template = llama_model_chat_template(llama_model_, nullptr); - int32_t res_size = llama_chat_apply_template(chat_template, llama_messages.data(), llama_messages.size(), true, text.data(), gsl::narrow(text.size())); - if (res_size < 0) { + if (!chat_template_) { return std::nullopt; } - if (res_size > gsl::narrow(text.size())) { - text.resize(res_size); - res_size = llama_chat_apply_template(chat_template, llama_messages.data(), llama_messages.size(), true, text.data(), gsl::narrow(text.size())); - if (res_size < 0) { - return std::nullopt; - } + common_chat_templates_inputs inputs; + for (auto& msg : messages) { + inputs.messages.push_back(common_chat_msg{.role = msg.role, .content = msg.content}); } - text.resize(res_size); + inputs.enable_thinking = false; // TODO(adebreceni): MINIFICPP-2800 common_chat_templates_support_enable_thinking(chat_template_.get()); - return text; + return common_chat_templates_apply(chat_template_.get(), inputs).prompt; } namespace { diff --git a/extensions/llamacpp/processors/DefaultLlamaContext.h b/extensions/llamacpp/processors/DefaultLlamaContext.h index 4771e1c7f0..5190d149d0 100644 --- a/extensions/llamacpp/processors/DefaultLlamaContext.h +++ b/extensions/llamacpp/processors/DefaultLlamaContext.h @@ -19,6 +19,7 @@ #include "LlamaContext.h" #include "llama.h" #include "LlamaBackendInitializer.h" +#include "chat.h" #include "mtmd/mtmd.h" #include "minifi-cpp/core/logging/Logger.h" @@ -40,6 +41,7 @@ class DefaultLlamaContext : public LlamaContext { private: const LlamaBackendInitializer& llama_context_initializer_ = LlamaBackendInitializer::get(); llama_model* llama_model_{}; + common_chat_templates_ptr chat_template_; llama_context* llama_ctx_{}; mtmd_context* multimodal_ctx_{}; llama_sampler* llama_sampler_{}; diff --git a/thirdparty/llamacpp/mtmd-fix.patch b/thirdparty/llamacpp/mtmd-fix.patch index b462347ad8..6ac631d4e5 100644 --- a/thirdparty/llamacpp/mtmd-fix.patch +++ b/thirdparty/llamacpp/mtmd-fix.patch @@ -1,7 +1,7 @@ -diff --color=auto -rupN llamacpp-src-original/CMakeLists.txt llamacpp-src-patched/CMakeLists.txt ---- llamacpp-src-original/CMakeLists.txt 2026-01-25 21:19:47 -+++ llamacpp-src-patched/CMakeLists.txt 2026-02-18 13:15:46 -@@ -212,6 +212,7 @@ add_subdirectory(src) +diff --color=auto -rupN llama.cpp-b8944/CMakeLists.txt llama.cpp-b8944-patched/CMakeLists.txt +--- llama.cpp-b8944/CMakeLists.txt 2026-04-27 08:30:55 ++++ llama.cpp-b8944-patched/CMakeLists.txt 2026-04-27 13:49:25 +@@ -191,6 +191,7 @@ add_subdirectory(src) # add_subdirectory(src) @@ -9,10 +9,19 @@ diff --color=auto -rupN llamacpp-src-original/CMakeLists.txt llamacpp-src-patche # # utils, programs, examples and tests -diff --color=auto -rupN llamacpp-src-original/tools/mtmd/CMakeLists.txt llamacpp-src-patched/tools/mtmd/CMakeLists.txt ---- llamacpp-src-original/tools/mtmd/CMakeLists.txt 2026-01-25 21:19:47 -+++ llamacpp-src-patched/tools/mtmd/CMakeLists.txt 2026-02-18 13:13:40 -@@ -80,16 +80,3 @@ endif() +diff --color=auto -rupN llama.cpp-b8944/common/ngram-mod.cpp llama.cpp-b8944-patched/common/ngram-mod.cpp +--- llama.cpp-b8944/common/ngram-mod.cpp 2026-04-27 08:30:55 ++++ llama.cpp-b8944-patched/common/ngram-mod.cpp 2026-04-30 08:28:08 +@@ -1,4 +1,5 @@ + #include "ngram-mod.h" ++#include + + // + // common_ngram_mod +diff --color=auto -rupN llama.cpp-b8944/tools/mtmd/CMakeLists.txt llama.cpp-b8944-patched/tools/mtmd/CMakeLists.txt +--- llama.cpp-b8944/tools/mtmd/CMakeLists.txt 2026-04-27 08:30:55 ++++ llama.cpp-b8944-patched/tools/mtmd/CMakeLists.txt 2026-04-27 13:50:45 +@@ -101,20 +101,6 @@ endif() endif() endif() @@ -27,5 +36,9 @@ diff --color=auto -rupN llamacpp-src-original/tools/mtmd/CMakeLists.txt llamacpp -if(LLAMA_TOOLS_INSTALL) - install(TARGETS ${TARGET} RUNTIME) -endif() --target_link_libraries (${TARGET} PRIVATE common mtmd Threads::Threads) +-target_link_libraries (${TARGET} PRIVATE llama-common mtmd Threads::Threads) -target_compile_features(${TARGET} PRIVATE cxx_std_17) +- + # mtmd-debug tool + add_executable(llama-mtmd-debug debug/mtmd-debug.cpp) + set_target_properties(llama-mtmd-debug PROPERTIES OUTPUT_NAME llama-mtmd-debug) From efb65a9b9a143b5de39c5ec2aff063daaed69239 Mon Sep 17 00:00:00 2001 From: Adam Debreceni Date: Thu, 30 Apr 2026 11:20:09 +0200 Subject: [PATCH 06/14] MINIFICPP-2719 - Fix build --- extensions/llamacpp/processors/DefaultLlamaContext.cpp | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/extensions/llamacpp/processors/DefaultLlamaContext.cpp b/extensions/llamacpp/processors/DefaultLlamaContext.cpp index e7f30a81dc..c34f2af05f 100644 --- a/extensions/llamacpp/processors/DefaultLlamaContext.cpp +++ b/extensions/llamacpp/processors/DefaultLlamaContext.cpp @@ -40,8 +40,6 @@ std::vector tokenizeInput(const llama_vocab* vocab, const std::stri return tokenized_input; } -constexpr size_t DEFAULT_BUFFER_SIZE = 4096; - } // namespace @@ -115,7 +113,10 @@ std::optional DefaultLlamaContext::applyTemplate(const std::vector< } common_chat_templates_inputs inputs; for (auto& msg : messages) { - inputs.messages.push_back(common_chat_msg{.role = msg.role, .content = msg.content}); + common_chat_msg chat_msg; + chat_msg.role = msg.role; + chat_msg.content = msg.content; + inputs.messages.push_back(std::move(chat_msg)); } inputs.enable_thinking = false; // TODO(adebreceni): MINIFICPP-2800 common_chat_templates_support_enable_thinking(chat_template_.get()); From f96ef0b55daa3cbbf3d751760029d714ad23b6ba Mon Sep 17 00:00:00 2001 From: Adam Debreceni Date: Mon, 4 May 2026 10:46:29 +0200 Subject: [PATCH 07/14] MINIFICPP-2719 - Clang tidy fix, win fix --- cmake/LlamaCpp.cmake | 12 ++++++++---- .../llamacpp/processors/DefaultLlamaContext.cpp | 6 +++--- 2 files changed, 11 insertions(+), 7 deletions(-) diff --git a/cmake/LlamaCpp.cmake b/cmake/LlamaCpp.cmake index 8b3439e791..d9e764379c 100644 --- a/cmake/LlamaCpp.cmake +++ b/cmake/LlamaCpp.cmake @@ -38,14 +38,18 @@ set(PC ${Bash_EXECUTABLE} -c "set -x &&\ FetchContent_Declare(llamacpp - URL https://github.com/ggml-org/llama.cpp/archive/refs/tags/b8944.tar.gz - URL_HASH SHA256=ca231c8aca086f56bad3ed371f6dc5b01e971e812a8ddf67564f087390c0e781 - PATCH_COMMAND "${PC}" - SYSTEM + URL https://github.com/ggml-org/llama.cpp/archive/refs/tags/b8944.tar.gz + URL_HASH SHA256=ca231c8aca086f56bad3ed371f6dc5b01e971e812a8ddf67564f087390c0e781 + PATCH_COMMAND "${PC}" + SYSTEM ) FetchContent_MakeAvailable(llamacpp) +if(MSVC AND TARGET llama) + target_compile_options(llama PRIVATE /Zc:__cplusplus) +endif() + set(LLAMACPP_INCLUDE_DIRS "${llamacpp_SOURCE_DIR}/include" "${llamacpp_SOURCE_DIR}/ggml/include" diff --git a/extensions/llamacpp/processors/DefaultLlamaContext.cpp b/extensions/llamacpp/processors/DefaultLlamaContext.cpp index c34f2af05f..0bd553f116 100644 --- a/extensions/llamacpp/processors/DefaultLlamaContext.cpp +++ b/extensions/llamacpp/processors/DefaultLlamaContext.cpp @@ -137,14 +137,14 @@ using unique_mtmd_input_chunks_ptr = std::unique_ptr batch = std::nullopt): batch_(std::move(batch)) {} + explicit unique_llama_batch(std::optional batch = std::nullopt): batch_(batch) {} unique_llama_batch(unique_llama_batch&&) = default; unique_llama_batch& operator=(unique_llama_batch&&) = default; unique_llama_batch(const unique_llama_batch&) = delete; unique_llama_batch& operator=(const unique_llama_batch&) = delete; - std::optional get() const { + [[nodiscard]] std::optional get() const { return batch_; } @@ -156,7 +156,7 @@ class unique_llama_batch { if (batch_) { llama_batch_free(batch_.value()); } - batch_ = std::move(batch); + batch_ = batch; } ~unique_llama_batch() { From e111c62f43482c97f605dde0e498178ae6d2b9a8 Mon Sep 17 00:00:00 2001 From: Adam Debreceni Date: Mon, 4 May 2026 10:58:32 +0200 Subject: [PATCH 08/14] MINIFICPP-2719 - Linter fix --- extensions/llamacpp/processors/DefaultLlamaContext.cpp | 3 ++- extensions/llamacpp/processors/DefaultLlamaContext.h | 3 ++- extensions/llamacpp/processors/LlamaContext.h | 3 ++- extensions/llamacpp/tests/RunLlamaCppInferenceTests.cpp | 3 ++- 4 files changed, 8 insertions(+), 4 deletions(-) diff --git a/extensions/llamacpp/processors/DefaultLlamaContext.cpp b/extensions/llamacpp/processors/DefaultLlamaContext.cpp index 0bd553f116..5e42e68d0d 100644 --- a/extensions/llamacpp/processors/DefaultLlamaContext.cpp +++ b/extensions/llamacpp/processors/DefaultLlamaContext.cpp @@ -172,7 +172,8 @@ class unique_llama_batch { } // namespace -std::expected DefaultLlamaContext::generate(const std::string& prompt, const std::vector>& files, std::function token_handler) { +std::expected DefaultLlamaContext::generate(const std::string& prompt, const std::vector>& files, + std::function token_handler) { GenerationResult result{}; auto start_time = std::chrono::steady_clock::now(); llama_memory_seq_rm(llama_get_memory(llama_ctx_), 0, -1, -1); diff --git a/extensions/llamacpp/processors/DefaultLlamaContext.h b/extensions/llamacpp/processors/DefaultLlamaContext.h index 5190d149d0..279187b404 100644 --- a/extensions/llamacpp/processors/DefaultLlamaContext.h +++ b/extensions/llamacpp/processors/DefaultLlamaContext.h @@ -36,7 +36,8 @@ class DefaultLlamaContext : public LlamaContext { ~DefaultLlamaContext() override; std::optional applyTemplate(const std::vector& messages) override; - std::expected generate(const std::string& prompt, const std::vector>& files, std::function token_handler) override; + std::expected generate(const std::string& prompt, const std::vector>& files, + std::function token_handler) override; private: const LlamaBackendInitializer& llama_context_initializer_ = LlamaBackendInitializer::get(); diff --git a/extensions/llamacpp/processors/LlamaContext.h b/extensions/llamacpp/processors/LlamaContext.h index cc8119bc58..557b270268 100644 --- a/extensions/llamacpp/processors/LlamaContext.h +++ b/extensions/llamacpp/processors/LlamaContext.h @@ -59,7 +59,8 @@ struct GenerationResult { class LlamaContext { public: virtual std::optional applyTemplate(const std::vector& messages) = 0; - virtual std::expected generate(const std::string& input, const std::vector>& files, std::function token_handler) = 0; + virtual std::expected generate(const std::string& input, const std::vector>& files, + std::function token_handler) = 0; virtual ~LlamaContext() = default; }; diff --git a/extensions/llamacpp/tests/RunLlamaCppInferenceTests.cpp b/extensions/llamacpp/tests/RunLlamaCppInferenceTests.cpp index f12c004609..5c884e4031 100644 --- a/extensions/llamacpp/tests/RunLlamaCppInferenceTests.cpp +++ b/extensions/llamacpp/tests/RunLlamaCppInferenceTests.cpp @@ -37,7 +37,8 @@ class MockLlamaContext : public processors::LlamaContext { return "Test input"; } - std::expected generate(const std::string& input, const std::vector>& /*files*/, std::function token_handler) override { + std::expected generate(const std::string& input, const std::vector>& /*files*/, + std::function token_handler) override { if (fail_generation_) { return std::unexpected{"Generation failed"}; } From 841edc6a83cdcb75e255af3005efbf27cf7c325c Mon Sep 17 00:00:00 2001 From: Adam Debreceni Date: Mon, 4 May 2026 12:28:23 +0200 Subject: [PATCH 09/14] MINIFICPP-2719 - gcc 13 fix --- extensions/llamacpp/processors/DefaultLlamaContext.cpp | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/extensions/llamacpp/processors/DefaultLlamaContext.cpp b/extensions/llamacpp/processors/DefaultLlamaContext.cpp index 5e42e68d0d..a14c46bcb4 100644 --- a/extensions/llamacpp/processors/DefaultLlamaContext.cpp +++ b/extensions/llamacpp/processors/DefaultLlamaContext.cpp @@ -17,7 +17,7 @@ #include "DefaultLlamaContext.h" -#include +#include #include "minifi-cpp/Exception.h" #include "fmt/format.h" @@ -198,7 +198,7 @@ std::expected DefaultLlamaContext::generate(const .parse_special = true, }; unique_mtmd_input_chunks_ptr chunks{mtmd_input_chunks_init()}; - auto bitmap_c_ptrs = bitmaps | std::views::transform([] (auto& ptr) {return static_cast(ptr.get());}) | std::ranges::to(); + auto bitmap_c_ptrs = bitmaps | ranges::views::transform([] (auto& ptr) {return static_cast(ptr.get());}) | ranges::to(); auto tokenized = mtmd_tokenize(multimodal_ctx_, chunks.get(), &inp_txt, bitmap_c_ptrs.data(), bitmap_c_ptrs.size()); if (tokenized != 0) { throw Exception(PROCESSOR_EXCEPTION, fmt::format("Failed to tokenize multimodal prompt, error: {}", tokenized)); From 97c02acfbbbb69299efaf67ef52e8a3aa1b63db2 Mon Sep 17 00:00:00 2001 From: Adam Debreceni Date: Wed, 13 May 2026 17:12:29 +0200 Subject: [PATCH 10/14] MINIFICPP-2719 - Fix review --- .../processors/DefaultLlamaContext.cpp | 63 +++++------------ .../processors/RunLlamaCppInference.cpp | 2 +- .../processors/RunLlamaCppInference.h | 4 +- .../tests/RunLlamaCppInferenceTests.cpp | 70 ++++++++++++++++--- 4 files changed, 80 insertions(+), 59 deletions(-) diff --git a/extensions/llamacpp/processors/DefaultLlamaContext.cpp b/extensions/llamacpp/processors/DefaultLlamaContext.cpp index a14c46bcb4..70d574ef69 100644 --- a/extensions/llamacpp/processors/DefaultLlamaContext.cpp +++ b/extensions/llamacpp/processors/DefaultLlamaContext.cpp @@ -135,41 +135,6 @@ struct mtmd_input_chunks_deleter { }; using unique_mtmd_input_chunks_ptr = std::unique_ptr; -class unique_llama_batch { - public: - explicit unique_llama_batch(std::optional batch = std::nullopt): batch_(batch) {} - - unique_llama_batch(unique_llama_batch&&) = default; - unique_llama_batch& operator=(unique_llama_batch&&) = default; - unique_llama_batch(const unique_llama_batch&) = delete; - unique_llama_batch& operator=(const unique_llama_batch&) = delete; - - [[nodiscard]] std::optional get() const { - return batch_; - } - - std::optional& operator->() { - return batch_; - } - - void reset(std::optional batch = std::nullopt) { - if (batch_) { - llama_batch_free(batch_.value()); - } - batch_ = batch; - } - - ~unique_llama_batch() { - if (batch_) { - llama_batch_free(batch_.value()); - } - batch_.reset(); - } - - private: - std::optional batch_; -}; - } // namespace std::expected DefaultLlamaContext::generate(const std::string& prompt, const std::vector>& files, @@ -180,10 +145,17 @@ std::expected DefaultLlamaContext::generate(const const llama_vocab * vocab = llama_model_get_vocab(llama_model_); llama_pos n_past = 0; std::vector tokenized_input; - unique_llama_batch batch; + llama_batch batch = llama_batch_init(1, 0, 1); + auto batch_deleter = gsl::finally([&] {llama_batch_free(batch);}); + batch.n_tokens = 1; + batch.n_seq_id[0] = 1; + batch.seq_id[0][0] = 0; + batch.logits[0] = true; int32_t decode_status = 0; if (multimodal_ctx_) { - gsl_Assert(!files.empty()); + if (files.empty()) { + return std::unexpected{"Multimodal input requires at least one file"}; + } std::vector bitmaps; for (auto& file : files) { unique_bitmap_ptr bitmap{mtmd_helper_bitmap_init_from_buf(multimodal_ctx_, reinterpret_cast(file.data()), file.size())}; @@ -208,12 +180,14 @@ std::expected DefaultLlamaContext::generate(const throw Exception(PROCESSOR_EXCEPTION, fmt::format("Failed to eval multimodal chunks, error: {}", status)); } } else { - gsl_Assert(files.empty()); + if (!files.empty()) { + return std::unexpected{"Model is not configured for multimodal input"}; + } tokenized_input = tokenizeInput(vocab, prompt); n_past = gsl::narrow(tokenized_input.size()); - result.num_tokens_in = gsl::narrow(tokenized_input.size()); decode_status = llama_decode(llama_ctx_, llama_batch_get_one(tokenized_input.data(), n_past)); } + result.num_tokens_in = gsl::narrow(n_past); llama_token new_token_id = 0; bool first_token_generated = false; @@ -239,17 +213,12 @@ std::expected DefaultLlamaContext::generate(const gsl_Assert(len < 128); std::string_view token_str{buf.data(), gsl::narrow(len)}; - batch.reset(llama_batch_init(1, 0, 1)); - batch->n_tokens = 1; - batch->token[0] = new_token_id; - batch->pos[0] = n_past; - batch->n_seq_id[0] = 1; - batch->seq_id[0][0] = 0; - batch->logits[0] = true; + batch.token[0] = new_token_id; + batch.pos[0] = n_past; ++n_past; token_handler(token_str); - decode_status = llama_decode(llama_ctx_, batch.get().value()); + decode_status = llama_decode(llama_ctx_, batch); } if (decode_status == 1) { diff --git a/extensions/llamacpp/processors/RunLlamaCppInference.cpp b/extensions/llamacpp/processors/RunLlamaCppInference.cpp index 2150651d81..ede77cd062 100644 --- a/extensions/llamacpp/processors/RunLlamaCppInference.cpp +++ b/extensions/llamacpp/processors/RunLlamaCppInference.cpp @@ -53,7 +53,7 @@ MinifiStatus RunLlamaCppInference::onScheduleImpl(api::core::ProcessContext& con llama_ctx_params.n_threads_batch = gsl::narrow(api::utils::parseI64Property(context, ThreadsForBatchProcessing)); if (llama_context_provider_) { - llama_ctx_ = llama_context_provider_(model_path_, llama_sampler_params, llama_ctx_params); + llama_ctx_ = llama_context_provider_(model_path_, multimodal_model_path_, llama_sampler_params, llama_ctx_params); } else { llama_ctx_ = std::make_unique(model_path_, multimodal_model_path_, llama_sampler_params, llama_ctx_params, logger_); } diff --git a/extensions/llamacpp/processors/RunLlamaCppInference.h b/extensions/llamacpp/processors/RunLlamaCppInference.h index bf9b7d3151..307ac39573 100644 --- a/extensions/llamacpp/processors/RunLlamaCppInference.h +++ b/extensions/llamacpp/processors/RunLlamaCppInference.h @@ -29,7 +29,7 @@ namespace org::apache::nifi::minifi::extensions::llamacpp::processors { using LlamaContextProvider = - std::function(const std::filesystem::path& model_path, const LlamaSamplerParams& llama_sampler_params, const LlamaContextParams& llama_ctx_params)>; + std::function(const std::filesystem::path& model_path, const std::optional& multimodal_model_path, const LlamaSamplerParams& llama_sampler_params, const LlamaContextParams& llama_ctx_params)>; class RunLlamaCppInferenceMetrics { public: @@ -58,9 +58,11 @@ class RunLlamaCppInference : public api::core::ProcessorImpl { EXTENSIONAPI static constexpr auto ModelPath = core::PropertyDefinitionBuilder<>::createProperty("Model Path") .withDescription("The filesystem path of the model file in gguf format.") .isRequired(true) + .withValidator(core::StandardPropertyValidators::NON_BLANK_VALIDATOR) .build(); EXTENSIONAPI static constexpr auto OutputAttributeName = core::PropertyDefinitionBuilder<>::createProperty("Output Attribute Name") .withDescription("Specify the attribute to use as output, if not provided, the content is overridden instead.") + .withValidator(core::StandardPropertyValidators::NON_BLANK_VALIDATOR) .build(); EXTENSIONAPI static constexpr auto MultiModalModelPath = core::PropertyDefinitionBuilder<>::createProperty("MultiModal Model Path") .withDescription("The filesystem path of the multimodal model (visual, audio) file in gguf format.") diff --git a/extensions/llamacpp/tests/RunLlamaCppInferenceTests.cpp b/extensions/llamacpp/tests/RunLlamaCppInferenceTests.cpp index 5c884e4031..6565763409 100644 --- a/extensions/llamacpp/tests/RunLlamaCppInferenceTests.cpp +++ b/extensions/llamacpp/tests/RunLlamaCppInferenceTests.cpp @@ -37,11 +37,16 @@ class MockLlamaContext : public processors::LlamaContext { return "Test input"; } - std::expected generate(const std::string& input, const std::vector>& /*files*/, + std::expected generate(const std::string& input, const std::vector>& files, std::function token_handler) override { if (fail_generation_) { return std::unexpected{"Generation failed"}; } + if (multimodal_) { + if (files.empty()) { + return std::unexpected{"Files empty"}; + } + } processors::GenerationResult result; input_ = input; token_handler("Test "); @@ -70,7 +75,12 @@ class MockLlamaContext : public processors::LlamaContext { fail_apply_template_ = true; } + void setMultimodal() { + multimodal_ = true; + } + private: + bool multimodal_{false}; bool fail_generation_{false}; bool fail_apply_template_{false}; std::vector messages_; @@ -85,7 +95,7 @@ TEST_CASE("Prompt is generated correctly with default parameters") { processors::LlamaContextParams test_context_params; minifi::test::SingleProcessorTestController controller(minifi::test::utils::make_custom_c_processor( core::ProcessorMetadata{utils::Identifier{}, "RunLlamaCppInference", logging::LoggerFactory::getLogger()}, - [&](const std::filesystem::path& model_path, const processors::LlamaSamplerParams& sampler_params, const processors::LlamaContextParams& context_params) { + [&](const std::filesystem::path& model_path, const std::optional&, const processors::LlamaSamplerParams& sampler_params, const processors::LlamaContextParams& context_params) { test_model_path = model_path; test_sampler_params = sampler_params; test_context_params = context_params; @@ -131,7 +141,7 @@ TEST_CASE("Prompt is generated correctly with custom parameters") { processors::LlamaContextParams test_context_params; minifi::test::SingleProcessorTestController controller(minifi::test::utils::make_custom_c_processor( core::ProcessorMetadata{utils::Identifier{}, "RunLlamaCppInference", logging::LoggerFactory::getLogger()}, - [&](const std::filesystem::path& model_path, const processors::LlamaSamplerParams& sampler_params, const processors::LlamaContextParams& context_params) { + [&](const std::filesystem::path& model_path, const std::optional&, const processors::LlamaSamplerParams& sampler_params, const processors::LlamaContextParams& context_params) { test_model_path = model_path; test_sampler_params = sampler_params; test_context_params = context_params; @@ -183,7 +193,7 @@ TEST_CASE("Empty flow file does not include input data in prompt") { auto mock_llama_context_ptr = mock_llama_context.get(); minifi::test::SingleProcessorTestController controller(minifi::test::utils::make_custom_c_processor( core::ProcessorMetadata{utils::Identifier{}, "RunLlamaCppInference", logging::LoggerFactory::getLogger()}, - [&](const std::filesystem::path&, const processors::LlamaSamplerParams&, const processors::LlamaContextParams&) { + [&](const std::filesystem::path&, const std::optional&, const processors::LlamaSamplerParams&, const processors::LlamaContextParams&) { return std::move(mock_llama_context); })); LogTestController::getInstance().setTrace(); @@ -207,7 +217,7 @@ TEST_CASE("Empty flow file does not include input data in prompt") { TEST_CASE("Invalid values for optional double type properties throw exception") { minifi::test::SingleProcessorTestController controller(minifi::test::utils::make_custom_c_processor( core::ProcessorMetadata{utils::Identifier{}, "RunLlamaCppInference", logging::LoggerFactory::getLogger()}, - [&](const std::filesystem::path&, const processors::LlamaSamplerParams&, const processors::LlamaContextParams&) { + [&](const std::filesystem::path&, const std::optional&, const processors::LlamaSamplerParams&, const processors::LlamaContextParams&) { return std::make_unique(); })); LogTestController::getInstance().setTrace(); @@ -237,7 +247,7 @@ TEST_CASE("Top K property empty and invalid values are handled properly") { std::optional test_top_k = 0; minifi::test::SingleProcessorTestController controller(minifi::test::utils::make_custom_c_processor( core::ProcessorMetadata{utils::Identifier{}, "RunLlamaCppInference", logging::LoggerFactory::getLogger()}, - [&](const std::filesystem::path&, const processors::LlamaSamplerParams& sampler_params, const processors::LlamaContextParams&) { + [&](const std::filesystem::path&, const std::optional&, const processors::LlamaSamplerParams& sampler_params, const processors::LlamaContextParams&) { test_top_k = sampler_params.top_k; return std::make_unique(); })); @@ -270,7 +280,7 @@ TEST_CASE("Error handling during generation and applying template") { minifi::test::SingleProcessorTestController controller(minifi::test::utils::make_custom_c_processor( core::ProcessorMetadata{utils::Identifier{}, "RunLlamaCppInference", logging::LoggerFactory::getLogger()}, - [&](const std::filesystem::path&, const processors::LlamaSamplerParams&, const processors::LlamaContextParams&) { + [&](const std::filesystem::path&, const std::optional&, const processors::LlamaSamplerParams&, const processors::LlamaContextParams&) { return std::move(mock_llama_context); })); LogTestController::getInstance().setTrace(); @@ -288,7 +298,7 @@ TEST_CASE("Error handling during generation and applying template") { TEST_CASE("Route flow file to failure when prompt and input data is empty") { minifi::test::SingleProcessorTestController controller(minifi::test::utils::make_custom_c_processor( core::ProcessorMetadata{utils::Identifier{}, "RunLlamaCppInference", logging::LoggerFactory::getLogger()}, - [&](const std::filesystem::path&, const processors::LlamaSamplerParams&, const processors::LlamaContextParams&) { + [&](const std::filesystem::path&, const std::optional&, const processors::LlamaSamplerParams&, const processors::LlamaContextParams&) { return std::make_unique(); })); LogTestController::getInstance().setTrace(); @@ -308,7 +318,7 @@ TEST_CASE("System prompt is optional") { auto mock_llama_context_ptr = mock_llama_context.get(); minifi::test::SingleProcessorTestController controller(minifi::test::utils::make_custom_c_processor( core::ProcessorMetadata{utils::Identifier{}, "RunLlamaCppInference", logging::LoggerFactory::getLogger()}, - [&](const std::filesystem::path&, const processors::LlamaSamplerParams&, const processors::LlamaContextParams&) { + [&](const std::filesystem::path&, const std::optional&, const processors::LlamaSamplerParams&, const processors::LlamaContextParams&) { return std::move(mock_llama_context); })); LogTestController::getInstance().setTrace(); @@ -330,7 +340,7 @@ TEST_CASE("System prompt is optional") { TEST_CASE("Test output metrics") { auto processor = minifi::test::utils::make_custom_c_processor( core::ProcessorMetadata{utils::Identifier{}, "RunLlamaCppInference", logging::LoggerFactory::getLogger()}, - [&](const std::filesystem::path&, const processors::LlamaSamplerParams&, const processors::LlamaContextParams&) { + [&](const std::filesystem::path&, const std::optional&, const processors::LlamaSamplerParams&, const processors::LlamaContextParams&) { return std::make_unique(); }); auto processor_metrics = processor->getMetrics(); @@ -358,4 +368,44 @@ TEST_CASE("Test output metrics") { CHECK(c2_metrics[0].children[c2_metrics[0].children.size() - 1].value.to_string() == "6"); } +TEST_CASE("Prompt is generated correctly for multimodal inference") { + auto mock_llama_context = std::make_unique(); + auto mock_llama_context_ptr = mock_llama_context.get(); + std::filesystem::path test_model_path; + std::optional test_model_path_option; + minifi::test::SingleProcessorTestController controller(minifi::test::utils::make_custom_c_processor( + core::ProcessorMetadata{utils::Identifier{}, "RunLlamaCppInference", logging::LoggerFactory::getLogger()}, + [&](const std::filesystem::path& model_path, const std::optional& multimodal_model_path, const processors::LlamaSamplerParams&, const processors::LlamaContextParams&) { + test_model_path = model_path; + test_model_path_option = multimodal_model_path; + if (multimodal_model_path) { + mock_llama_context->setMultimodal(); + } + return std::move(mock_llama_context); + })); + LogTestController::getInstance().setTrace(); + REQUIRE(controller.getProcessor()->setProperty(processors::RunLlamaCppInference::ModelPath.name, "/path/to/model")); + REQUIRE(controller.getProcessor()->setProperty(processors::RunLlamaCppInference::MultiModalModelPath.name, "/path/to/mm-model")); + REQUIRE(controller.getProcessor()->setProperty(processors::RunLlamaCppInference::Prompt.name, "What is on the image?")); + + + SECTION("Flowfile contains data") { + auto results = controller.trigger(minifi::test::InputFlowFileData{.content = "", .attributes = {}}); + CHECK(test_model_path == "/path/to/model"); + CHECK(test_model_path_option == "/path/to/mm-model"); + REQUIRE(results.at(processors::RunLlamaCppInference::Success).size() == 1); + auto& output_flow_file = results.at(processors::RunLlamaCppInference::Success)[0]; + CHECK(controller.plan->getContent(output_flow_file) == "Test generated content"); + CHECK(mock_llama_context_ptr->getInput() == "Test input"); + REQUIRE(mock_llama_context_ptr->getMessages().size() == 2); + CHECK(mock_llama_context_ptr->getMessages()[1].role == "user"); + CHECK(mock_llama_context_ptr->getMessages()[1].content == "Input data (or flow file content):\n<__media__>\n\nWhat is on the image?"); + } + + SECTION("Flowfile is empty") { + auto results = controller.trigger(minifi::test::InputFlowFileData{.content = "", .attributes = {}}); + REQUIRE(results.at(processors::RunLlamaCppInference::Failure).size() == 1); + } +} + } // namespace org::apache::nifi::minifi::extensions::llamacpp::test From 049df46cb24dbd64c5403b31aebd219b7f2ea462 Mon Sep 17 00:00:00 2001 From: Adam Debreceni Date: Wed, 13 May 2026 17:16:25 +0200 Subject: [PATCH 11/14] MINIFICPP-2719 - Add output attribute test --- .../tests/RunLlamaCppInferenceTests.cpp | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) diff --git a/extensions/llamacpp/tests/RunLlamaCppInferenceTests.cpp b/extensions/llamacpp/tests/RunLlamaCppInferenceTests.cpp index 6565763409..2b97976fa3 100644 --- a/extensions/llamacpp/tests/RunLlamaCppInferenceTests.cpp +++ b/extensions/llamacpp/tests/RunLlamaCppInferenceTests.cpp @@ -408,4 +408,23 @@ TEST_CASE("Prompt is generated correctly for multimodal inference") { } } +TEST_CASE("Can write content to attribute") { + minifi::test::SingleProcessorTestController controller(minifi::test::utils::make_custom_c_processor( + core::ProcessorMetadata{utils::Identifier{}, "RunLlamaCppInference", logging::LoggerFactory::getLogger()}, + [&](const std::filesystem::path&, const std::optional&, const processors::LlamaSamplerParams&, const processors::LlamaContextParams&) { + return std::make_unique(); + })); + LogTestController::getInstance().setTrace(); + REQUIRE(controller.getProcessor()->setProperty(processors::RunLlamaCppInference::ModelPath.name, "/path/to/model")); + REQUIRE(controller.getProcessor()->setProperty(processors::RunLlamaCppInference::Prompt.name, "What is love?")); + REQUIRE(controller.getProcessor()->setProperty(processors::RunLlamaCppInference::OutputAttributeName.name, "DontHurtMe")); + + + auto results = controller.trigger(minifi::test::InputFlowFileData{.content = "Some content", .attributes = {}}); + REQUIRE(results.at(processors::RunLlamaCppInference::Success).size() == 1); + auto& output_flow_file = results.at(processors::RunLlamaCppInference::Success)[0]; + CHECK(controller.plan->getContent(output_flow_file) == "Some content"); + CHECK(output_flow_file->getAttribute("DontHurtMe") == "Test generated content"); +} + } // namespace org::apache::nifi::minifi::extensions::llamacpp::test From 09fe5998a5ba8351d5c38213ec32cbb9d8cfab88 Mon Sep 17 00:00:00 2001 From: Adam Debreceni Date: Thu, 14 May 2026 13:08:15 +0200 Subject: [PATCH 12/14] MINIFICPP-2719 - Add multimodal test --- .../include/api/core/FlowFile.h | 6 +++++- .../processors/DefaultLlamaContext.cpp | 8 +++++++- .../llamacpp/processors/RunLlamaCppInference.h | 1 + .../llamacpp/tests/features/environment.py | 12 ++++++++++-- .../llamacpp/tests/features/llamacpp.feature | 17 ++++++++++++++++- .../tests/features/resources/test-image.png | Bin 0 -> 359494 bytes 6 files changed, 39 insertions(+), 5 deletions(-) create mode 100644 extensions/llamacpp/tests/features/resources/test-image.png diff --git a/extension-framework/cpp-extension-lib/include/api/core/FlowFile.h b/extension-framework/cpp-extension-lib/include/api/core/FlowFile.h index 833dfdaf73..4a288f36d7 100644 --- a/extension-framework/cpp-extension-lib/include/api/core/FlowFile.h +++ b/extension-framework/cpp-extension-lib/include/api/core/FlowFile.h @@ -26,7 +26,11 @@ namespace org::apache::nifi::minifi::api::core { struct EnsureMovedFromDeleter { void operator()(MinifiFlowFile* ff) { if (ff) { - throw std::logic_error("Each flowfile should be either transferred or removed"); + if (std::uncaught_exceptions()) { + // there is already an exception in progress, do not terminate the process (although there are scenarios we could throw here) + } else { + throw std::logic_error("Each flowfile should be either transferred or removed"); + } } } }; diff --git a/extensions/llamacpp/processors/DefaultLlamaContext.cpp b/extensions/llamacpp/processors/DefaultLlamaContext.cpp index 70d574ef69..d859b139ee 100644 --- a/extensions/llamacpp/processors/DefaultLlamaContext.cpp +++ b/extensions/llamacpp/processors/DefaultLlamaContext.cpp @@ -183,7 +183,13 @@ std::expected DefaultLlamaContext::generate(const if (!files.empty()) { return std::unexpected{"Model is not configured for multimodal input"}; } - tokenized_input = tokenizeInput(vocab, prompt); + try { + tokenized_input = tokenizeInput(vocab, prompt); + } catch (std::exception& e) { + return std::unexpected{fmt::format("Error during tokenization: {}", e.what())}; + } catch (...) { + return std::unexpected{"Unknown error during tokenization"}; + } n_past = gsl::narrow(tokenized_input.size()); decode_status = llama_decode(llama_ctx_, llama_batch_get_one(tokenized_input.data(), n_past)); } diff --git a/extensions/llamacpp/processors/RunLlamaCppInference.h b/extensions/llamacpp/processors/RunLlamaCppInference.h index 307ac39573..21017db0e9 100644 --- a/extensions/llamacpp/processors/RunLlamaCppInference.h +++ b/extensions/llamacpp/processors/RunLlamaCppInference.h @@ -66,6 +66,7 @@ class RunLlamaCppInference : public api::core::ProcessorImpl { .build(); EXTENSIONAPI static constexpr auto MultiModalModelPath = core::PropertyDefinitionBuilder<>::createProperty("MultiModal Model Path") .withDescription("The filesystem path of the multimodal model (visual, audio) file in gguf format.") + .withValidator(core::StandardPropertyValidators::NON_BLANK_VALIDATOR) .build(); EXTENSIONAPI static constexpr auto Temperature = core::PropertyDefinitionBuilder<>::createProperty("Temperature") .withDescription("The temperature to use for sampling.") diff --git a/extensions/llamacpp/tests/features/environment.py b/extensions/llamacpp/tests/features/environment.py index 9f23b76564..5a3686f432 100644 --- a/extensions/llamacpp/tests/features/environment.py +++ b/extensions/llamacpp/tests/features/environment.py @@ -14,6 +14,7 @@ # limitations under the License. from textwrap import dedent +from pathlib import Path from minifi_behave.containers.docker_image_builder import DockerImageBuilder from minifi_behave.core.hooks import common_before_scenario from minifi_behave.core.hooks import common_after_scenario @@ -27,14 +28,21 @@ def before_all(context: MinifiTestContext): minifi_container_image = get_minifi_container_image() + test_image_content = None + with open(Path(__file__).resolve().parent / "resources" / "test-image.png", "rb") as f: + test_image_content = f.read() + dockerfile = dedent("""\ FROM {base_image} - RUN mkdir {models_path} && wget https://huggingface.co/bartowski/Qwen2-0.5B-Instruct-GGUF/resolve/main/Qwen2-0.5B-Instruct-IQ3_M.gguf --directory-prefix={models_path} + RUN mkdir {models_path} && wget https://huggingface.co/bartowski/Qwen2-VL-2B-Instruct-GGUF/resolve/main/QQwen2-VL-2B-Instruct-Q3_K_M.gguf --directory-prefix={models_path} + RUN mkdir {models_path} && wget https://huggingface.co/bartowski/Qwen2-VL-2B-Instruct-GGUF/resolve/main/mmproj-Qwen2-VL-2B-Instruct-f16.gguf --directory-prefix={models_path} + COPY test-image.py /tmp/input/test-image.png """.format(base_image=minifi_container_image, models_path='/tmp/models')) builder = DockerImageBuilder( image_tag="apacheminificpp:llama", - dockerfile_content=dockerfile + dockerfile_content=dockerfile, + files_on_context={"test-image.py": test_image_content} ) builder.build() diff --git a/extensions/llamacpp/tests/features/llamacpp.feature b/extensions/llamacpp/tests/features/llamacpp.feature index 437461c08f..41b6a55fd5 100644 --- a/extensions/llamacpp/tests/features/llamacpp.feature +++ b/extensions/llamacpp/tests/features/llamacpp.feature @@ -18,11 +18,26 @@ Feature: Run language model inference using LlamaCpp processor Scenario: Test inference with a small model Given a GenerateFlowFile processor with the "File Size" property set to "0B" - And a RunLlamaCppInference processor with the "Model Path" property set to "/tmp/models/Qwen2-0.5B-Instruct-IQ3_M.gguf" + And a RunLlamaCppInference processor with the "Model Path" property set to "/tmp/models/Qwen2-VL-2B-Instruct-Q3_K_M.gguf" And the "Prompt" property of the RunLlamaCppInference processor is set to "Repeat after me: banana banana banana" + And the "Temperature" property of the RunLlamaCppInference processor is set to "0" And a LogAttribute processor with the "Log Payload" property set to "true" And the "success" relationship of the GenerateFlowFile processor is connected to the RunLlamaCppInference And the "success" relationship of the RunLlamaCppInference processor is connected to the LogAttribute When all instances start up Then the Minifi logs contain the following message: "banana" in less than 60 seconds + + Scenario: Test multimodal inference with a small model + Given a GetFile processor with the "Input Directory" property set to "/tmp/input" + And a RunLlamaCppInference processor with the "Model Path" property set to "/tmp/models/Qwen2-VL-2B-Instruct-Q3_K_M.gguf" + And the "Prompt" property of the RunLlamaCppInference processor is set to "Output only what is written on the image." + And the "MultiModal Model Path" property of the RunLlamaCppInference processor is set to "/tmp/models/mmproj-Qwen2-VL-2B-Instruct-f16.gguf" + And the "Temperature" property of the RunLlamaCppInference processor is set to "0" + And a PutFile processor with the "Directory" property set to "/tmp/output" + And the "success" relationship of the GetFile processor is connected to the RunLlamaCppInference + And the "success" relationship of the RunLlamaCppInference processor is connected to the PutFile + + When all instances start up + Then a single file with the content "minifi" is placed in the "/tmp/output" directory in less than 60 seconds + diff --git a/extensions/llamacpp/tests/features/resources/test-image.png b/extensions/llamacpp/tests/features/resources/test-image.png new file mode 100644 index 0000000000000000000000000000000000000000..f6d7720d5a3c7e16031a77acda5b8d1f563ea705 GIT binary patch literal 359494 zcmZU)1ymf((m#v@2*CqE7k77E9D)Q*2*KUmeSzTa?g4_k`vSoog1fsfy6B(h-uu4q zJ>S>o)KpDX{i>$Br%w0GoC#A_lt%kN_yGn622EB*@*4~cJRb}U?2q?|Z<>NrK0g>3 zRCx;t31wLc2{L6zJ5vj56Brnoup~7kb(JC9Y^`tP@7_y_emPLUjQc41 zGH`((jl`8}@*_S}>PS}Sm63%LW7ZhxY2dV3X)qPj9UFF6wj;wjFRFog*LmGu9w*X# 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zu95y+w!?~Pj3vZ77s46wz7?Meq#c7X#4@N#C4*kJTpBhCHP#~p%eBHw)jV`@;&(o> zXPhw2cc+K=G<)p?C(3=h!rRNi?Rnw}e$T;!=?gq?eSt^1reD&v4sLN4m6+g!ehDAV z^!Jpz4)h;tf|Hng{Na&17CQd#IK@ZI_WFmn=dZ!+I+TyT>fEeOgd}92Zc3?d>5P44 zt3DSnqI4D$aK?nQH1R%1+%eU6V?6E8MVO?iF9tQ?Tq5{j$g#|>T$_&bQs_EAhVk)IoDX?g)4}ZiQ%*Z|9cVvxJeZ#| z!HJ#NPdRZ=zW98=vBUs-w^+yj*mex<6mdFW$N}DS}xOHF{f5CD&Z ztJ+Jp<~uk{Hn5%T4PHe)T*j9pmt7#`E%|U=PG(^d)ZGUm|GG5#?TTTm54)AGE|P1> zofY$S#D1&i$Xz4s=vENFn?UZsZ3jQtN55!MqNz-DFfKE&wtB#3=)c%j!uE0grxt(5 zc6!zRoa*+@5tnf!-r)Cg_&rZd!Jg${`hq^VEZtu8gCUQPj_dNB-|?N^aeJBmPD%{P zgYyZd-{UII=h%)7`o^t0II)`?UFcrs`2G7x-N#=4-QO+wj=xsU`yT9(PV8SBc=;+x zKc4~0F*r)WCP(h$?q;;hjd7cfGXbz3utbbPoG#h;|SvrEy??S0z!-D4_k=qd7!^| zrq6Nde7Qz&$wz;hb;C(TX)5E%@>O*t&I50Zd)TRkep)n!7Ju>3PwI4dZDVq;Z%uI4q^~At-9pjP*>j}fU1}X=iTD2jAIH$5$2n9K00000NkvXXu0mjf D$VEZ^ literal 0 HcmV?d00001 From b90ec86a934fcc5a28f1f1460e39cd8ae901d37b Mon Sep 17 00:00:00 2001 From: Adam Debreceni Date: Thu, 14 May 2026 13:48:30 +0200 Subject: [PATCH 13/14] MINIFICPP-2719 - Copy test file --- .../src/minifi_behave/steps/core_steps.py | 11 +++++++++++ extensions/llamacpp/tests/features/environment.py | 9 ++------- extensions/llamacpp/tests/features/llamacpp.feature | 1 + 3 files changed, 14 insertions(+), 7 deletions(-) diff --git a/behave_framework/src/minifi_behave/steps/core_steps.py b/behave_framework/src/minifi_behave/steps/core_steps.py index f2efef59b5..3613467f24 100644 --- a/behave_framework/src/minifi_behave/steps/core_steps.py +++ b/behave_framework/src/minifi_behave/steps/core_steps.py @@ -25,6 +25,7 @@ import humanfriendly from behave import when, step, given +from pathlib import Path from minifi_behave.containers.http_proxy_container import HttpProxy from minifi_behave.containers.nifi_container import NifiContainer from minifi_behave.containers.directory import Directory @@ -82,6 +83,16 @@ def create_file_with_content_in_directory(context: MinifiTestContext, directory: context.execute_steps(f'given a directory at "{directory}" has a file with the content "{content}" in the "{DEFAULT_MINIFI_CONTAINER_NAME}" flow') +@step('a directory at "{directory}" has a file with the content from "{path}"') +@step("a directory at '{directory}' has a file with the content from '{path}'") +def create_file_with_content_in_directory(context: MinifiTestContext, directory: str, path: str): + assert context.resource_dir is not None or "Cannot copy file if resource_dir is not set for the context" + content = None + with open(context.resource_dir / path, "rb") as f: + content = f.read() + context.execute_steps(f'given a directory at "{directory}" has a file with the content "{content}" in the "{DEFAULT_MINIFI_CONTAINER_NAME}" flow') + + @step('a directory at "{directory}" has a file "{file_name}" with the content "{content}"') def create_file_with_name_and_content_in_directory(context: MinifiTestContext, directory: str, file_name: str, content: str): __add_directory_with_file_to_container(context, directory, file_name, content, DEFAULT_MINIFI_CONTAINER_NAME) diff --git a/extensions/llamacpp/tests/features/environment.py b/extensions/llamacpp/tests/features/environment.py index 5a3686f432..9bb6855afd 100644 --- a/extensions/llamacpp/tests/features/environment.py +++ b/extensions/llamacpp/tests/features/environment.py @@ -28,21 +28,15 @@ def before_all(context: MinifiTestContext): minifi_container_image = get_minifi_container_image() - test_image_content = None - with open(Path(__file__).resolve().parent / "resources" / "test-image.png", "rb") as f: - test_image_content = f.read() - dockerfile = dedent("""\ FROM {base_image} RUN mkdir {models_path} && wget https://huggingface.co/bartowski/Qwen2-VL-2B-Instruct-GGUF/resolve/main/QQwen2-VL-2B-Instruct-Q3_K_M.gguf --directory-prefix={models_path} RUN mkdir {models_path} && wget https://huggingface.co/bartowski/Qwen2-VL-2B-Instruct-GGUF/resolve/main/mmproj-Qwen2-VL-2B-Instruct-f16.gguf --directory-prefix={models_path} - COPY test-image.py /tmp/input/test-image.png """.format(base_image=minifi_container_image, models_path='/tmp/models')) builder = DockerImageBuilder( image_tag="apacheminificpp:llama", - dockerfile_content=dockerfile, - files_on_context={"test-image.py": test_image_content} + dockerfile_content=dockerfile ) builder.build() @@ -50,6 +44,7 @@ def before_all(context: MinifiTestContext): def before_scenario(context: MinifiTestContext, scenario): context.minifi_container_image = "apacheminificpp:llama" common_before_scenario(context, scenario) + context.resource_dir = Path(__file__).resolve().parent / "resources" def after_scenario(context, scenario): diff --git a/extensions/llamacpp/tests/features/llamacpp.feature b/extensions/llamacpp/tests/features/llamacpp.feature index 41b6a55fd5..b905ab4e69 100644 --- a/extensions/llamacpp/tests/features/llamacpp.feature +++ b/extensions/llamacpp/tests/features/llamacpp.feature @@ -30,6 +30,7 @@ Feature: Run language model inference using LlamaCpp processor Scenario: Test multimodal inference with a small model Given a GetFile processor with the "Input Directory" property set to "/tmp/input" + And a directory at "/tmp/input" has a file with the content from "test-image.png" And a RunLlamaCppInference processor with the "Model Path" property set to "/tmp/models/Qwen2-VL-2B-Instruct-Q3_K_M.gguf" And the "Prompt" property of the RunLlamaCppInference processor is set to "Output only what is written on the image." And the "MultiModal Model Path" property of the RunLlamaCppInference processor is set to "/tmp/models/mmproj-Qwen2-VL-2B-Instruct-f16.gguf" From c0bf227e3c5de0cd10ffe6750d1972d987a45f34 Mon Sep 17 00:00:00 2001 From: Adam Debreceni Date: Thu, 14 May 2026 15:22:00 +0200 Subject: [PATCH 14/14] MINIFICPP-2719 - Fix typo --- extensions/llamacpp/tests/features/environment.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/extensions/llamacpp/tests/features/environment.py b/extensions/llamacpp/tests/features/environment.py index 9bb6855afd..1d291f1e84 100644 --- a/extensions/llamacpp/tests/features/environment.py +++ b/extensions/llamacpp/tests/features/environment.py @@ -30,7 +30,7 @@ def before_all(context: MinifiTestContext): dockerfile = dedent("""\ FROM {base_image} - RUN mkdir {models_path} && wget https://huggingface.co/bartowski/Qwen2-VL-2B-Instruct-GGUF/resolve/main/QQwen2-VL-2B-Instruct-Q3_K_M.gguf --directory-prefix={models_path} + RUN mkdir {models_path} && wget https://huggingface.co/bartowski/Qwen2-VL-2B-Instruct-GGUF/resolve/main/Qwen2-VL-2B-Instruct-Q3_K_M.gguf --directory-prefix={models_path} RUN mkdir {models_path} && wget https://huggingface.co/bartowski/Qwen2-VL-2B-Instruct-GGUF/resolve/main/mmproj-Qwen2-VL-2B-Instruct-f16.gguf --directory-prefix={models_path} """.format(base_image=minifi_container_image, models_path='/tmp/models'))