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Brunobkr/llama.cpp_AlgMor24_github

ΩFFFΣLLIa • llama.cpp • AlgMor24 ██████╗ ███████╗███████╗███████╗██╗ ██╗ ██╗ █████╗ ██╔═══██╗██╔════╝██╔════╝██╔════╝██║ ██║ ██║██╔══██╗ ██║ ██║█████╗ █████╗ █████╗ ██║ ██║ ██║███████║ ██║ ██║██╔══╝ ██╔══╝ ██╔══╝ ██║ ██║ ██║██╔══██║ ╚██████╔╝██║ ██║ ███████╗███████╗███████╗██║██║ ██║ ╚═════╝ ╚═╝ ╚═╝ ╚══════╝╚══════╝╚══════╝╚═╝╚═╝ ╚═╝ High-Performance LLM / VLM Inference & Autonomous Agentic Ecosystem… See the full description on the dataset page: https://huggingface.co/datasets/Brunobkr/llama.cpp_AlgMor24_github.

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mtmd-helper.cpp948 linesDownload Raw Back to mtmd
1// fix problem with std::min and std::max2#if defined(_WIN32)3#define WIN32_LEAN_AND_MEAN4#ifndef NOMINMAX5#   define NOMINMAX6#endif7#include <windows.h>8#endif9 10#include "mtmd.h"11#include "mtmd-helper.h"12#include "mtmd-helper-common.h"13#include "llama.h"14 15#include <algorithm>16#include <cinttypes>17#include <vector>18 19//#define MTMD_AUDIO_DEBUG20 21#define MINIAUDIO_IMPLEMENTATION22#ifndef MTMD_AUDIO_DEBUG23#   define MA_NO_ENCODING24#endif25#define MA_NO_DEVICE_IO26#define MA_NO_RESOURCE_MANAGER27#define MA_NO_NODE_GRAPH28#define MA_NO_ENGINE29#define MA_NO_GENERATION30#define MA_API static31#include "miniaudio/miniaudio.h"32 33#define STB_IMAGE_IMPLEMENTATION34#include "stb/stb_image.h"35 36#ifdef MTMD_INTERNAL_HEADER37#error "mtmd-helper is a public library outside of mtmd. it must not include internal headers"38#endif39 40#ifdef MTMD_VIDEO41#include "sheredom/subprocess.h"42#include <thread>43#endif44 45//46// internal logging functions47//48 49void mtmd_helper_log_set(ggml_log_callback log_callback, void * user_data) {50    if (log_callback == nullptr) {51        log_callback = g_logger.default_callback;52    }53    g_logger.log_callback = log_callback;54    g_logger.log_callback_user_data = user_data;55    mtmd_log_set(log_callback, user_data);56}57 58//59// helper functions60//61 62size_t mtmd_helper_get_n_tokens(const mtmd_input_chunks * chunks) {63    size_t n_tokens = 0;64    for (size_t i = 0; i < mtmd_input_chunks_size(chunks); i++) {65        auto chunk = mtmd_input_chunks_get(chunks, i);66        n_tokens += mtmd_input_chunk_get_n_tokens(chunk);67    }68    return n_tokens;69}70 71llama_pos mtmd_helper_get_n_pos(const mtmd_input_chunks * chunks) {72    llama_pos n_pos = 0;73    for (size_t i = 0; i < mtmd_input_chunks_size(chunks); i++) {74        auto chunk = mtmd_input_chunks_get(chunks, i);75        n_pos += mtmd_input_chunk_get_n_pos(chunk);76    }77    return n_pos;78}79 80void mtmd_helper_image_get_decoder_pos(const mtmd_image_tokens * chunks, llama_pos pos_0, mtmd_decoder_pos * out_pos) {81    size_t n_tokens = mtmd_image_tokens_get_n_tokens(chunks);82    for (size_t i = 0; i < n_tokens; i++) {83        out_pos[i] = mtmd_image_tokens_get_decoder_pos(chunks, pos_0, i);84    }85}86 87// Helper class to set non-causal attention via RAII88class scope_non_causal {89public:90    scope_non_causal(llama_context * context, bool enabled) : context_(context), enabled_(enabled) {91        if (enabled_) {92            // TODO @ngxson : need to make sure only one image is processed at a time, and n_ubatch must be enough to hold the image93            llama_set_causal_attn(context_, false);94        }95    }96    ~scope_non_causal() {97        if (enabled_) {98            llama_set_causal_attn(context_, true);99        }100    }101 102    scope_non_causal(const scope_non_causal &) = delete;103    scope_non_causal & operator=(const scope_non_causal &) = delete;104 105private:106    llama_context * context_;107    bool enabled_;108};109 110// Helper function for decoding an image whose embeddings have already been calculated111int32_t mtmd_helper_decode_image_chunk(112        mtmd_context * ctx,113        struct llama_context * lctx,114        const mtmd_input_chunk * chunk,115        float * encoded_embd,116        llama_pos n_past,117        llama_seq_id seq_id,118        int32_t n_batch,119        llama_pos * new_n_past,120        mtmd_helper_post_decode_callback callback,121        void * user_data) {122    GGML_ASSERT(n_batch > 0);123    auto chunk_type = mtmd_input_chunk_get_type(chunk);124    const char * name = chunk_type == MTMD_INPUT_CHUNK_TYPE_IMAGE ? "image" : "audio";125    if (chunk_type == MTMD_INPUT_CHUNK_TYPE_TEXT) {126        LOG_ERR("failed to decode chunk: input chunk not of image/audio type\n");127        return -1;128    }129 130    const llama_model * model = llama_get_model(lctx);131    int n_mmproj_embd = llama_model_n_embd_inp(model);132    int n_pos_per_embd = mtmd_decode_use_mrope(ctx) ? 4 : 1;133 134    int32_t n_tokens = mtmd_input_chunk_get_n_tokens(chunk);135    int32_t i_batch = 0;136    int32_t n_img_batches = (n_tokens + n_batch - 1) / n_batch;137    decode_embd_batch batch_embd(encoded_embd, n_tokens, n_pos_per_embd, n_mmproj_embd);138 139    if (mtmd_decode_use_mrope(ctx)) {140        if (chunk_type == MTMD_INPUT_CHUNK_TYPE_IMAGE) {141            const auto image_tokens = mtmd_input_chunk_get_tokens_image(chunk);142            if (!image_tokens) {143                LOG_ERR("failed to decode chunk: image tokens are null\n");144                return -1;145            }146            const auto n_tokens = mtmd_image_tokens_get_n_tokens(image_tokens);147            std::vector<mtmd_decoder_pos> rel_pos(n_tokens);148            mtmd_helper_image_get_decoder_pos(image_tokens, n_past, rel_pos.data());149            batch_embd.set_position_mrope_2d(rel_pos, seq_id);150        } else if (chunk_type == MTMD_INPUT_CHUNK_TYPE_AUDIO) {151            batch_embd.set_position_mrope_1d(n_past, seq_id);152        } else {153            GGML_ABORT("invalid chunk type for M-RoPE");154        }155    } else {156        batch_embd.set_position_normal(n_past, seq_id);157    }158 159    const bool use_non_causal = mtmd_decode_use_non_causal(ctx, chunk);160    const scope_non_causal non_causal(lctx, use_non_causal);161 162    while (i_batch < n_img_batches) { // split into batches163        int pos_offset = i_batch*n_batch;164        int n_tokens_batch = std::min(n_batch, n_tokens - pos_offset);165        llama_batch batch_embd_view = batch_embd.get_view(pos_offset, n_tokens_batch);166 167        LOG_INF("decoding %s batch %d/%d, n_tokens_batch = %d\n", name, i_batch+1, n_img_batches, n_tokens_batch);168 169        int64_t t1 = ggml_time_ms();170        int32_t ret = llama_decode(lctx, batch_embd_view);171        if (ret != 0) {172            LOG_ERR("failed to decode %s\n", name);173            return ret;174        }175 176        if (callback != nullptr) {177            ret = callback(batch_embd_view, user_data);178            if (ret != 0) {179                LOG_ERR("post-decode callback failed\n");180                return ret;181            }182        }183 184        LOG_INF("%s decoded (batch %d/%d) in %" PRId64 " ms\n", name, i_batch+1, n_img_batches, ggml_time_ms() - t1);185 186        i_batch++;187    }188 189    n_past += mtmd_input_chunk_get_n_pos(chunk);190    *new_n_past = n_past;191 192    return 0;193}194 195int32_t mtmd_helper_eval_chunk_single(mtmd_context * ctx,196        struct llama_context * lctx,197        const mtmd_input_chunk * chunk,198        llama_pos n_past,199        llama_seq_id seq_id,200        int32_t n_batch,201        bool logits_last,202        llama_pos * new_n_past) {203    GGML_ASSERT(n_batch > 0);204    int32_t ret;205    llama_batch text_batch = llama_batch_init(n_batch, 0, 1);206    auto chunk_type = mtmd_input_chunk_get_type(chunk);207 208    if (chunk_type == MTMD_INPUT_CHUNK_TYPE_TEXT) {209        size_t n_tokens;210        const auto tokens = mtmd_input_chunk_get_tokens_text(chunk, &n_tokens);211        // LOG_INF("decoding text chunk, n_tokens = %zu\n", n_tokens);212        size_t i = 0;213        while (i < n_tokens) { // split into batches214            text_batch.n_tokens = 0; // clear the batch215            for (; i < n_tokens && text_batch.n_tokens < n_batch; i++) {216                int32_t j = text_batch.n_tokens;217                text_batch.token   [j]    = tokens[i];218                text_batch.pos     [j]    = n_past++;219                text_batch.n_seq_id[j]    = 1;220                text_batch.seq_id  [j][0] = seq_id;221                text_batch.logits  [j]    = false;222 223                text_batch.n_tokens++;224            }225            bool is_last_token = (i == n_tokens);226            if (logits_last && is_last_token) {227                text_batch.logits[text_batch.n_tokens - 1] = true;228            }229            ret = llama_decode(lctx, text_batch);230            if (ret != 0) {231                LOG_ERR("failed to decode text\n");232                llama_batch_free(text_batch);233                return ret;234            }235            *new_n_past += text_batch.n_tokens;236        }237 238    } else if (chunk_type == MTMD_INPUT_CHUNK_TYPE_IMAGE || chunk_type == MTMD_INPUT_CHUNK_TYPE_AUDIO) {239        const char * name = chunk_type == MTMD_INPUT_CHUNK_TYPE_IMAGE ? "image" : "audio";240        int64_t t0 = ggml_time_ms();241 242        LOG_INF("encoding %s slice...\n", name);243 244        ret = mtmd_encode_chunk(ctx, chunk);245        if (ret != 0) {246            LOG_ERR("failed to encode %s slice\n", name);247            llama_batch_free(text_batch);248            return ret;249        }250 251        LOG_INF("%s slice encoded in %" PRId64 " ms\n", name, ggml_time_ms() - t0);252 253        float * embd = mtmd_get_output_embd(ctx);254        ret = mtmd_helper_decode_image_chunk(ctx, lctx, chunk, embd, n_past, seq_id, n_batch, new_n_past, nullptr, nullptr);255        if (ret != 0) {256            LOG_ERR("failed to decode %s\n", name);257            llama_batch_free(text_batch);258            return ret;259        }260    } else {261        GGML_ABORT("chunk type not supported");262    }263 264    llama_batch_free(text_batch);265    return 0;266}267 268int32_t mtmd_helper_eval_chunks(mtmd_context * ctx,269                                struct llama_context * lctx,270                                const mtmd_input_chunks * chunks,271                                llama_pos n_past,272                                llama_seq_id seq_id,273                                int32_t n_batch,274                                bool logits_last,275                                llama_pos * new_n_past) {276    size_t n_chunks = mtmd_input_chunks_size(chunks);277    if (n_chunks == 0) {278        LOG_WRN("no chunks to eval\n");279        return 0;280    }281 282    for (size_t i = 0; i < n_chunks; i++) {283        bool chunk_logits_last = (i == n_chunks - 1) && logits_last;284        auto chunk = mtmd_input_chunks_get(chunks, i);285 286        int32_t res = mtmd_helper_eval_chunk_single(ctx, lctx, chunk, n_past, seq_id, n_batch, chunk_logits_last, &n_past);287        if (res != 0) {288            LOG_ERR("failed to eval chunk %zu\n", i);289            return res;290        }291        *new_n_past = n_past;292    }293 294    return 0;295}296 297namespace audio_helpers {298 299static bool is_audio_file(const char * buf, size_t len) {300    if (len < 12) {301        return false;302    }303 304    // RIFF ref: https://en.wikipedia.org/wiki/Resource_Interchange_File_Format305    // WAV ref: https://www.mmsp.ece.mcgill.ca/Documents/AudioFormats/WAVE/WAVE.html306    bool is_wav = memcmp(buf, "RIFF", 4) == 0 && memcmp(buf + 8, "WAVE", 4) == 0;307    bool is_mp3 = len >= 3 && (308        memcmp(buf, "ID3", 3) == 0 ||309        // Check for MPEG sync word (simplified check)310        ((unsigned char)buf[0] == 0xFF && ((unsigned char)buf[1] & 0xE0) == 0xE0)311    );312    bool is_flac = memcmp(buf, "fLaC", 4) == 0;313 314    return is_wav || is_mp3 || is_flac;315}316 317// returns true if the buffer is a valid audio file318static bool decode_audio_from_buf(const unsigned char * buf_in, size_t len, int target_sampler_rate, std::vector<float> & pcmf32_mono) {319    ma_result result;320    const int channels = 1;321    ma_decoder_config decoder_config = ma_decoder_config_init(ma_format_f32, channels, target_sampler_rate);322    ma_decoder decoder;323 324    result = ma_decoder_init_memory(buf_in, len, &decoder_config, &decoder);325    if (result != MA_SUCCESS) {326        return false;327    }328 329    ma_uint64 frame_count;330    ma_uint64 frames_read;331    result = ma_decoder_get_length_in_pcm_frames(&decoder, &frame_count);332    if (result != MA_SUCCESS) {333        ma_decoder_uninit(&decoder);334        return false;335    }336 337    pcmf32_mono.resize(frame_count);338    result = ma_decoder_read_pcm_frames(&decoder, pcmf32_mono.data(), frame_count, &frames_read);339    if (result != MA_SUCCESS) {340        ma_decoder_uninit(&decoder);341        return false;342    }343 344#ifdef MTMD_AUDIO_DEBUG345    // save audio to wav file346    ma_encoder_config config = ma_encoder_config_init(ma_encoding_format_wav, ma_format_f32, 1, target_sampler_rate);347    ma_encoder encoder;348    ma_encoder_init_file("output.wav", &config, &encoder);349    ma_encoder_write_pcm_frames(&encoder, pcmf32_mono.data(), pcmf32_mono.size(), &frames_read);350    ma_encoder_uninit(&encoder);351#endif352 353    ma_decoder_uninit(&decoder);354    return true;355}356 357} // namespace audio_helpers358 359// Computes FNV-1a hash of the data360static std::string fnv_hash(const uint8_t * data, size_t len) {361    const uint64_t fnv_prime = 0x100000001b3ULL;362    uint64_t hash = 0xcbf29ce484222325ULL;363 364    for (size_t i = 0; i < len; ++i) {365        hash ^= data[i];366        hash *= fnv_prime;367    }368    return std::to_string(hash);369}370 371mtmd_helper_bitmap_wrapper mtmd_helper_bitmap_init_from_buf(mtmd_context * ctx, const unsigned char * buf, size_t len, bool placeholder) {372    // calculate the hash if needed373    std::string id;374    mtmd_bitmap * result = nullptr;375 376    if (!placeholder) {377        id = fnv_hash(buf, len);378    }379 380    if (audio_helpers::is_audio_file((const char *)buf, len)) {381        std::vector<float> pcmf32;382        const int sample_rate = mtmd_get_audio_sample_rate(ctx);383        if (sample_rate < 0) {384            LOG_ERR("This model does not support audio input\n");385            return {nullptr, nullptr};386        }387        if (!audio_helpers::decode_audio_from_buf(buf, len, sample_rate, pcmf32)) {388            LOG_ERR("Unable to read WAV audio file from buffer\n");389            return {nullptr, nullptr};390        }391        result = mtmd_bitmap_init_from_audio(pcmf32.size(), placeholder ? nullptr : pcmf32.data());392        mtmd_bitmap_set_id(result, id.empty() ? nullptr : id.c_str());393        return {result, nullptr};394    }395 396    // otherwise, we assume it's an image397    if (!result) {398        int nx, ny, nc;399        auto * data = stbi_load_from_memory(buf, len, &nx, &ny, &nc, 3);400        if (data) {401            result = mtmd_bitmap_init(nx, ny, placeholder ? nullptr : data);402            mtmd_bitmap_set_id(result, id.empty() ? nullptr : id.c_str());403            stbi_image_free(data);404            return {result, nullptr};405        }406        // otherwise, fallthrough to video decoding (if supported)407    }408 409    // last try: load as video410#ifdef MTMD_VIDEO411    if (!result) {412        auto params = mtmd_helper_video_init_params_default();413        auto video_ctx = mtmd_helper_video_init_from_buf(ctx, buf, len, params);414        if (!video_ctx) {415            LOG_ERR("%s: failed to decode buffer as either image/audio/video\n", __func__);416            return {nullptr, nullptr};417        }418        result = mtmd_bitmap_init_lazy(ctx,419            id.empty() ? nullptr : id.c_str(),420            video_ctx,421            [](size_t, void * user_data, mtmd_bitmap ** out_bitmap, char ** out_text) -> int {422                auto * vctx = static_cast<mtmd_helper_video *>(user_data);423                char * text = nullptr;424                int ret = mtmd_helper_video_read_next(vctx, out_bitmap, &text);425                *out_text = text; // heap-allocated by read_next; freed automatically by mtmd426                return ret;427            });428         return {result, video_ctx};429    }430#else431    if (!result) {432        LOG_ERR("%s: failed to decode buffer as either image or audio (video support not compiled in)\n", __func__);433        return {nullptr, nullptr};434    }435#endif436 437    // should not reach here438    return {nullptr, nullptr};439}440 441mtmd_helper_bitmap_wrapper mtmd_helper_bitmap_init_from_file(mtmd_context * ctx, const char * fname, bool placeholder) {442#ifdef _WIN32443    int wlen = MultiByteToWideChar(CP_UTF8, 0, fname, -1, NULL, 0);444    if (!wlen) {445        LOG_ERR("Unable to convert filename to UTF-16: %s\n", fname);446        return {nullptr, nullptr};447    }448    std::vector<wchar_t> wfname(wlen);449    wlen = MultiByteToWideChar(CP_UTF8, 0, fname, -1, wfname.data(), wlen);450    if (!wlen) {451        LOG_ERR("Unable to convert filename to UTF-16: %s\n", fname);452        return {nullptr, nullptr};453    }454    FILE * f = _wfopen(wfname.data(), L"rb");455#else456    FILE * f = fopen(fname, "rb");457#endif458    if (!f) {459        LOG_ERR("Unable to open file %s: %s\n", fname, strerror(errno));460        return {nullptr, nullptr};461    }462 463    std::vector<unsigned char> buf;464 465    fseek(f, 0, SEEK_END);466    long file_size = ftell(f);467    fseek(f, 0, SEEK_SET);468    if (file_size < 0) {469        LOG_ERR("Failed to get file size of %s\n", fname);470        fclose(f);471        return {nullptr, nullptr};472    }473    buf.resize(file_size);474 475    size_t n_read = fread(buf.data(), 1, file_size, f);476    fclose(f);477    if (n_read != (size_t)file_size) {478        LOG_ERR("Failed to read entire file %s", fname);479        return {nullptr, nullptr};480    }481 482    return mtmd_helper_bitmap_init_from_buf(ctx, buf.data(), buf.size(), placeholder);483}484 485bool mtmd_helper_support_video(mtmd_context * ctx) {486#ifdef MTMD_VIDEO487    return mtmd_support_vision(ctx);488#else489    GGML_UNUSED(ctx);490    return false;491#endif492}493 494//495// Video input helpers496//497 498#ifdef MTMD_VIDEO499 500struct mtmd_helper_video {501    mtmd_context * mctx;502    std::string path;503    std::vector<uint8_t> input_buf; // non-empty when initialized from buffer504    std::string ffmpeg_bin;505    std::string ffprobe_bin;506    float fps_target = 0.0f;507    mtmd_helper_video_info info = {};508 509    // RAII wrapper for managing subprocess510    struct subprocess_handle {511        struct subprocess_s proc = {};512        bool alive = false;513        std::thread feeder;514 515        subprocess_handle() = default;516        subprocess_handle(const subprocess_handle &) = delete;517        subprocess_handle & operator=(const subprocess_handle &) = delete;518        ~subprocess_handle() { stop(); }519 520        void stop() {521            if (alive) {522                subprocess_terminate(&proc);523            }524            // join before destroy: feeder holds a FILE* from subprocess_stdin;525            // subprocess_destroy closes it, so the thread must finish first526            if (feeder.joinable()) {527                feeder.join();528            }529            if (alive) {530                subprocess_destroy(&proc);531                alive = false;532            }533        }534 535        FILE * stdout_pipe() {536            return subprocess_stdout(&proc);537        }538 539        // buf is tied to lifetime of mtmd_helper_video, so it's guaranteed to outlive the feeder thread540        void start_feeder(const std::vector<uint8_t> & buf) {541            feeder = std::thread([this, &buf]() {542                FILE * f = subprocess_stdin(&proc);543                if (!f) {544                    return;545                }546                fwrite(buf.data(), 1, buf.size(), f);547                fclose(f);548                proc.stdin_file = nullptr; // prevent double-close in subprocess_destroy549            });550        }551    };552 553    subprocess_handle sp;554    int32_t current_frame = 0;555 556    std::string prompt_start         = "Video:";557    int32_t     timestamp_interval_ms = 5000; // emit a timestamp text every N ms (0 = disabled)558    float       next_timestamp_ms     = 0.0f; // next elapsed-ms threshold at which to emit559 560    std::vector<uint8_t> frame_buf;561    std::string pending_text; // text queued to be returned before the next frame562    bool        start_emitted = false;563 564    bool is_buf_input() const {565        return !input_buf.empty();566    }567 568    bool probe(float fps_target_arg) {569        const char * input_arg = is_buf_input() ? "pipe:0" : path.c_str();570        const char * cmd[] = {571            ffprobe_bin.c_str(),572            "-v", "quiet",573            "-show_entries", "stream=width,height,r_frame_rate,nb_frames,duration",574            "-select_streams", "v:0",575            "-of", "default=noprint_wrappers=1",576            input_arg,577            nullptr,578        };579 580        LOG_DBG("%s: launching:", __func__);581        for (size_t i = 0; cmd[i]; i++) { LOG_DBG(" %s", cmd[i]); }582        LOG_DBG("\n");583 584        subprocess_handle probe_sp;585        if (subprocess_create(cmd,586                subprocess_option_search_user_path | subprocess_option_inherit_environment,587                &probe_sp.proc) != 0) {588            LOG_ERR("%s: failed to launch ffprobe\n", __func__);589            return false;590        }591        probe_sp.alive = true;592 593        if (is_buf_input()) {594            probe_sp.start_feeder(input_buf);595        }596 597        uint32_t width  = 0;598        uint32_t height = 0;599        float orig_fps = 0.0f;600        float duration = -1.0f;601        int32_t n_frames_orig = -1;602        char line[256];603        FILE * fp = probe_sp.stdout_pipe();604 605        while (fgets(line, sizeof(line), fp)) {606            char * eq = strchr(line, '=');607            if (!eq) continue;608            *eq = '\0';609            const char * key = line;610            const char * val = eq + 1;611            char * nl = (char *)strchr(val, '\n');612            if (nl) *nl = '\0';613 614            if (strcmp(key, "width") == 0) {615                width = (uint32_t)atoi(val);616            } else if (strcmp(key, "height") == 0) {617                height = (uint32_t)atoi(val);618            } else if (strcmp(key, "r_frame_rate") == 0) {619                orig_fps = parse_rational(val);620            } else if (strcmp(key, "nb_frames") == 0 && strcmp(val, "N/A") != 0) {621                n_frames_orig = atoi(val);622            } else if (strcmp(key, "duration") == 0 && strcmp(val, "N/A") != 0) {623                duration = (float)atof(val);624            }625        }626 627        probe_sp.stop();628 629        if (width == 0 || height == 0 || orig_fps <= 0.0f) {630            return false;631        }632 633        if (duration < 0.0f && n_frames_orig > 0) {634            duration = (float)n_frames_orig / orig_fps;635        }636 637        fps_target = fps_target_arg > 0.0f ? fps_target_arg : orig_fps;638        info.width    = width;639        info.height   = height;640        info.fps      = fps_target;641        LOG_DBG("%s: %ux%u fps=%.2f duration=%.2fs n_frames=%d\n",642                __func__, width, height, fps_target, duration, info.n_frames);643        info.n_frames = duration > 0.0f ? (int32_t)(duration * fps_target + 0.5f) : -1;644        frame_buf.resize((size_t)width * height * 3);645        return true;646    }647 648    bool start_ffmpeg(float seek_seconds) {649        char seek_buf[64];650        char fps_buf[64];651 652        std::vector<const char *> cmd;653        cmd.push_back(ffmpeg_bin.c_str());654 655        if (!is_buf_input() && seek_seconds > 0.0f) {656            // input-side seek: fast, keyframe-accurate; only valid for seekable file inputs657            snprintf(seek_buf, sizeof(seek_buf), "%.6f", seek_seconds);658            cmd.push_back("-ss");659            cmd.push_back(seek_buf);660        }661 662        cmd.push_back("-nostdin");663        cmd.push_back("-i");664        // cache:pipe:0 wraps stdin with a seekable in-memory cache, letting ffmpeg seek665        // backwards for container headers (e.g. MP4 moov atom at end of file)666        cmd.push_back(is_buf_input() ? "cache:pipe:0" : path.c_str());667 668        if (seek_seconds > 0.0f && is_buf_input()) {669            // output-side seek: frame-accurate but decodes and discards frames up to seek point670            snprintf(seek_buf, sizeof(seek_buf), "%.6f", seek_seconds);671            cmd.push_back("-ss");672            cmd.push_back(seek_buf);673        }674 675        if (fps_target > 0.0f) {676            snprintf(fps_buf, sizeof(fps_buf), "fps=%.6f", fps_target);677            cmd.push_back("-vf");678            cmd.push_back(fps_buf);679        }680 681        cmd.push_back("-f");682        cmd.push_back("rawvideo");683        cmd.push_back("-pix_fmt");684        cmd.push_back("rgb24");685        cmd.push_back("pipe:1");686        cmd.push_back("-loglevel");687        cmd.push_back("error");688        cmd.push_back(nullptr);689 690        LOG_DBG("%s: launching:", __func__);691        for (size_t i = 0; cmd[i]; i++) {692            LOG_DBG(" %s", cmd[i]);693        }694        LOG_DBG("\n");695 696        int ret = subprocess_create(697            cmd.data(),698            subprocess_option_search_user_path | subprocess_option_inherit_environment,699            &sp.proc);700 701        sp.alive = (ret == 0);702        LOG_DBG("%s: subprocess_create ret=%d proc_alive=%d\n", __func__, ret, (int)sp.alive);703 704        if (sp.alive && is_buf_input()) {705            LOG_DBG("%s: starting feeder thread for %zu-byte buffer\n", __func__, input_buf.size());706            sp.start_feeder(input_buf);707        }708 709        return sp.alive;710    }711 712    void stop_ffmpeg() {713        sp.stop();714    }715 716    mtmd_bitmap * read_next_frame() {717        if (!sp.alive) return nullptr;718 719        FILE * fp = sp.stdout_pipe();720        const size_t frame_size = (size_t)info.width * info.height * 3;721        LOG_DBG("%s: reading frame %d, expecting %zu bytes (%ux%u)\n",722                __func__, current_frame, frame_size, info.width, info.height);723 724        size_t total_read = 0;725        while (total_read < frame_size) {726            size_t n = fread(frame_buf.data() + total_read, 1, frame_size - total_read, fp);727            if (n == 0) {728                // clean EOF only if no bytes read yet; partial frame is an error729                LOG_DBG("%s: fread returned 0 after %zu/%zu bytes (ferror=%d)\n",730                        __func__, total_read, frame_size, ferror(fp));731                sp.alive = false;732                return nullptr;733            }734            total_read += n;735        }736 737        LOG_DBG("%s: frame %d read OK\n", __func__, current_frame);738        current_frame++;739        return mtmd_bitmap_init(info.width, info.height, frame_buf.data());740    }741 742    int32_t read_next(mtmd_bitmap ** out_bitmap, char ** out_text) {743        *out_bitmap = nullptr;744        *out_text   = nullptr;745 746        if (!pending_text.empty()) {747            *out_text = strdup(pending_text.c_str());748            pending_text.clear();749            return *out_text ? 0 : -2;750        }751 752        LOG_DBG("%s: proc_alive=%d start_emitted=%d current_frame=%d\n",753                __func__, (int)sp.alive, (int)start_emitted, current_frame);754 755        if (!sp.alive) {756            return (current_frame == 0) ? -2 : -1;757        }758 759        if (!start_emitted) {760            start_emitted = true;761            if (!prompt_start.empty()) {762                *out_text = strdup(prompt_start.c_str());763                return *out_text ? 0 : -2;764            }765        }766 767        mtmd_bitmap * frame = read_next_frame();768        if (!frame) return -1;769        *out_bitmap = frame;770 771        if (timestamp_interval_ms > 0) {772            // current_frame was already incremented by read_next_frame(); undo for elapsed calc773            float elapsed_ms = (float)(current_frame - 1) / info.fps * 1000.0f;774            if (elapsed_ms >= next_timestamp_ms) {775                char ts_buf[32];776                float elapsed_s = elapsed_ms / 1000.0f;777                int   minutes   = (int)(elapsed_s / 60);778                float seconds   = elapsed_s - minutes * 60.0f;779                snprintf(ts_buf, sizeof(ts_buf), "[%dm%.2fs]", minutes, seconds);780                pending_text = ts_buf;781                next_timestamp_ms += (float)timestamp_interval_ms;782            }783        }784 785        return 0;786    }787 788    static float parse_rational(const char * s) {789        int num = 0, den = 1;790        if (sscanf(s, "%d/%d", &num, &den) == 2 && den > 0) {791            return (float)num / (float)den;792        }793        float val;794        if (sscanf(s, "%f", &val) == 1) {795            return val;796        }797        return 0.0f;798    }799};800#endif801 802mtmd_helper_video_init_params mtmd_helper_video_init_params_default() {803    return {804        /* fps_target             */ 4.0f,805        /* ffmpeg_bin_dir         */ nullptr,806        /* timestamp_interval_ms  */ 5000,807    };808}809 810static std::string video_resolve_bin(const char * bin_dir, const char * name) {811    if (!bin_dir || bin_dir[0] == '\0') {812        return name; // rely on PATH813    }814    std::string result = bin_dir;815    char last = result.back();816    if (last != '/' && last != '\\') {817#ifdef _WIN32818        result += '\\';819#else820        result += '/';821#endif822    }823    result += name;824#ifdef _WIN32825    result += ".exe";826#endif827    return result;828}829 830mtmd_helper_video * mtmd_helper_video_init(831        mtmd_context * mctx,832        const char * path,833        mtmd_helper_video_init_params params) {834#ifdef MTMD_VIDEO835    auto * ctx = new mtmd_helper_video();836 837    ctx->mctx                 = mctx;838    ctx->path                 = path;839    ctx->ffmpeg_bin           = video_resolve_bin(params.ffmpeg_bin_dir, "ffmpeg");840    ctx->ffprobe_bin          = video_resolve_bin(params.ffmpeg_bin_dir, "ffprobe");841    ctx->timestamp_interval_ms = params.timestamp_interval_ms;842 843    if (!ctx->probe(params.fps_target)) {844        LOG_ERR("%s: ffprobe failed for '%s' (is ffprobe in PATH?)\n", __func__, path);845        delete ctx;846        return nullptr;847    }848 849    if (!ctx->start_ffmpeg(0.0f)) {850        LOG_ERR("%s: failed to start ffmpeg for '%s' (is ffmpeg in PATH?)\n", __func__, path);851        delete ctx;852        return nullptr;853    }854 855    return ctx;856#else857    GGML_UNUSED(mctx);858    GGML_UNUSED(path);859    GGML_UNUSED(params);860    LOG_ERR("%s: video is not supported in this build (MTMD_VIDEO is set to OFF)\n", __func__);861    return nullptr;862#endif863}864 865mtmd_helper_video * mtmd_helper_video_init_from_buf(866        mtmd_context * mctx,867        const unsigned char * buf, size_t len,868        mtmd_helper_video_init_params params) {869#ifdef MTMD_VIDEO870    auto * ctx = new mtmd_helper_video();871 872    ctx->mctx                  = mctx;873    ctx->input_buf.assign(buf, buf + len);874    ctx->ffmpeg_bin            = video_resolve_bin(params.ffmpeg_bin_dir, "ffmpeg");875    ctx->ffprobe_bin           = video_resolve_bin(params.ffmpeg_bin_dir, "ffprobe");876    ctx->timestamp_interval_ms = params.timestamp_interval_ms;877 878    if (!ctx->probe(params.fps_target)) {879        LOG_ERR("%s: ffprobe failed on buffer (is ffprobe in PATH?)\n", __func__);880        delete ctx;881        return nullptr;882    }883 884    if (!ctx->start_ffmpeg(0.0f)) {885        LOG_ERR("%s: failed to start ffmpeg on buffer (is ffmpeg in PATH?)\n", __func__);886        delete ctx;887        return nullptr;888    }889 890    return ctx;891#else892    GGML_UNUSED(mctx);893    GGML_UNUSED(buf);894    GGML_UNUSED(len);895    GGML_UNUSED(params);896    LOG_ERR("%s: video is not supported in this build (MTMD_VIDEO is set to OFF)\n", __func__);897    return nullptr;898#endif899}900 901void mtmd_helper_video_free(mtmd_helper_video * ctx) {902#ifdef MTMD_VIDEO903    if (!ctx) return;904    ctx->stop_ffmpeg();905    delete ctx;906#else907    GGML_UNUSED(ctx);908    LOG_ERR("%s: video is not supported in this build (MTMD_VIDEO is set to OFF)\n", __func__);909#endif910}911 912mtmd_helper_video_info mtmd_helper_video_get_info(const mtmd_helper_video * ctx) {913#ifdef MTMD_VIDEO914    return ctx->info;915#else916    GGML_UNUSED(ctx);917    GGML_ASSERT(false && "video is not supported in this build (MTMD_VIDEO is set to OFF)");918#endif919}920 921int32_t mtmd_helper_video_read_next(mtmd_helper_video * ctx,922        mtmd_bitmap ** out_bitmap, char ** out_text) {923#ifdef MTMD_VIDEO924    if (!ctx) return -2;925    return ctx->read_next(out_bitmap, out_text);926#else927    GGML_UNUSED(ctx);928    GGML_UNUSED(out_bitmap);929    GGML_UNUSED(out_text);930    GGML_ASSERT(false && "video is not supported in this build (MTMD_VIDEO is set to OFF)");931#endif932}933 934bool mtmd_helper_model_can_chat(llama_context * lctx, mtmd_context * mctx) {935    if (!mctx) {936        return true;937    }938 939    auto * model = llama_get_model(lctx);940    auto * tmpl = llama_model_chat_template(model, nullptr);941    auto info = mtmd_gen_audio_get_info(mctx);942 943    // tts-only model cannot be used for chat (no chat template)944    bool is_tts_only = info.type != MTMD_GEN_AUDIO_TYPE_NONE && tmpl == nullptr;945 946    return !is_tts_only;947}948 
Brunobkr/llama.cpp_AlgMor24_github · Team Ai