examples: support LLaVA v1.5 (multimodal model) (#3436)
* WIP: start implementing LLaVA * rm scratch buf for now, will revert after cleanup * LLaVA image encoder is working. will combine with llama * Add llava inference code, but it's buggy. debugging * LLaVA is working e2e, needs to optimize memory allocation + cleanup * Use ggml_allocr + rm unnecessary code * fix: crlf -> lf * fix: new line at EoF * fix: trailing whitespace * Add readme * Update readme * Some cleanup * Are you happy editorconfig? * rm unused batch image preprocessing * rm unused import * fix: rm designated initializers * introduce pad-to-square mode for non-square images * are you happy editorconfig? * gitignore /llava * Handle cases where image file does not exist * add llava target to Makefile * add support for 13b model variant * Maybe seed is unlucky? * Check if apples are compared to apples * are you happy editorconfig? * Use temperature = 0.1 by default * command line: use gpt_params_parse() * minor * handle default n_predict * fix typo * llava : code formatting, rename files, fix compile warnings * do not use Wno-cast-qual for MSVC --------- Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
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15 changed files with 10214 additions and 2 deletions
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@ -384,6 +384,18 @@ bool gpt_params_parse(int argc, char ** argv, gpt_params & params) {
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break;
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}
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params.lora_base = argv[i];
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} else if (arg == "--mmproj") {
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if (++i >= argc) {
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invalid_param = true;
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break;
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}
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params.mmproj = argv[i];
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} else if (arg == "--image") {
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if (++i >= argc) {
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invalid_param = true;
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break;
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}
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params.image = argv[i];
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} else if (arg == "-i" || arg == "--interactive") {
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params.interactive = true;
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} else if (arg == "--embedding") {
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@ -703,6 +715,8 @@ void gpt_print_usage(int /*argc*/, char ** argv, const gpt_params & params) {
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printf(" -np N, --parallel N number of parallel sequences to decode (default: %d)\n", params.n_parallel);
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printf(" -ns N, --sequences N number of sequences to decode (default: %d)\n", params.n_sequences);
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printf(" -cb, --cont-batching enable continuous batching (a.k.a dynamic batching) (default: disabled)\n");
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printf(" --mmproj MMPROJ_FILE path to a multimodal projector file for LLaVA. see examples/llava/README.md\n");
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printf(" --image IMAGE_FILE path to an image file. use with multimodal models\n");
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if (llama_mlock_supported()) {
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printf(" --mlock force system to keep model in RAM rather than swapping or compressing\n");
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}
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