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2023-10-28llama : add option for greedy sampling with probs (#3813)Georgi Gerganov
* llama : add option for greedy sampling with probs * llama : add comment about llama_sample_token_greedy() missing probs * sampling : temp == 0.0 -> no probs, temp < 0.0 -> probs
2023-10-28speculative : ensure draft and target model vocab matches (#3812)Kerfuffle
* speculative: Ensure draft and target model vocab matches * Tolerate small differences when checking dft vs tgt vocab
2023-10-27simple : fix batch handling (#3803)Thibault Terrasson
2023-10-26server : do not release slot on image input (#3798)Georgi Gerganov
2023-10-25batched-bench : print params at startGeorgi Gerganov
2023-10-24server : add parameter -tb N, --threads-batch N (#3584) (#3768)cebtenzzre
Co-authored-by: Michael Coppola <m18coppola@gmail.com> Co-authored-by: Michael Coppola <info@michaeljcoppola.com>
2023-10-24server : do not block system prompt update (#3767)Georgi Gerganov
* server : do not block system prompt update * server : update state machine logic to process system prompts * server : minor
2023-10-24cmake : add missed dependencies (#3763)John Smith
2023-10-24cuda : add batched cuBLAS GEMM for faster attention (#3749)Georgi Gerganov
* cmake : add helper for faster CUDA builds * batched : add NGL arg * ggml : skip nops in compute_forward * cuda : minor indentation * cuda : batched cuBLAS GEMMs for src0 F16 and src1 F32 (attention ops) * Apply suggestions from code review These changes plus: ```c++ #define cublasGemmBatchedEx hipblasGemmBatchedEx ``` are needed to compile with ROCM. I haven't done performance testing, but it seems to work. I couldn't figure out how to propose a change for lines outside what the pull changed, also this is the first time trying to create a multi-part review so please forgive me if I mess something up. * cuda : add ROCm / hipBLAS cublasGemmBatchedEx define * cuda : add cublasGemmStridedBatchedEx for non-broadcasted cases * cuda : reduce mallocs in cublasGemmBatchedEx branch * cuda : add TODO for calling cublas from kernel + using mem pool --------- Co-authored-by: Kerfuffle <44031344+KerfuffleV2@users.noreply.github.com>
2023-10-23llama : remove token functions with `context` args in favor of `model` (#3720)Marcus Dunn
* added `llama_model_token_*` variants to all the `llama_token_*` functions. * added `LLAMA_API` * formatting Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> * removed old `llama_token` functions * changed 3 more functions to take in model - `llama_token_get_text` - `llama_token_get_score` - `llama_token_get_type` * added back docs * fixed main.cpp * changed token functions to use new model variants * changed token functions to use new model variants --------- Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2023-10-22server : parallel decoding and multimodal (#3677)Georgi Gerganov
* implementing parallel decoding in server example * crash fixed * save dev progress * refactored sampling function * completion endpoint working * multiple client support * grammar + no stream completion * cached prompt support * chat.mjs support cached prompt + some fixes * server ui now support multiple clients * unused change reverted * fixed timings per slot * add context swap * add changes to README.md * llava multimodal integration * fixed tokens probs * add multimodal input - alfa * refactor code + remove unused comments + improved README.md * fix compilation errors with llvm * notify the user from server ui that multimodality is unavialable * some ci fixes * fix ci make build undefined ref errors * fix long prompt than ctx proposed in #3639 * fixed premature end due stop word * context shift fixed * fix llava implementation * sync README.md changes * readme change * update api like OpenAI * multimodal support enabled by default * fix make bui;d errors * fix multiple clients * fix zig build * new sampling API * latest changes of sampling API * server : coding-style normalization * server : coding-style normalization (part 2) * server : remove beam-search functionality * server : bug fix in ingest_images n_tokens is incremented internally by llama_batch_add * server : use refs + use llama_batch_clear() * server : snake case * server : minor sync * added thread safe pipeline * server : bach has to be allocated for n_parallel sequences * server : no need for atomic int - already using mutex * server : logs + minor code style * server : fix multibyte handle in partial response (#3706) * fix image load + view image in chat * make : silence stb warnings * clip : link to ggml, not to llama * server : fix switch fallthrough * server : fix crash in Debug on macOS (I have no idea why this fixes it!?) * server : refactor ctx_sampling init + n_ctx + names * server : bug fix for prompt caching * Do not save/load image_data to localStorage * editorconfig : new line in index.html * server : completion requests remember slot_id * Update readme to document multimodal in server * server : minor style * Update readme to document multimodal in server * server : hide ctx_sampling->prev behind API (#3696) * server : apply fix from #3722 * server : fix slot reuse * server : add comment about changing slot_state to bool --------- Co-authored-by: FSSRepo <go778sgt@gmail.com> Co-authored-by: Damian Stewart <d@damianstewart.com> Co-authored-by: Steward Garcia <57494570+FSSRepo@users.noreply.github.com> Co-authored-by: Jhen-Jie Hong <iainst0409@gmail.com> Co-authored-by: M. Yusuf Sarıgöz <yusufsarigoz@gmail.com>
2023-10-22main : escape prompt for cfg_negative_prompt and consecutive inputs in main ↵vvhg1
with interactive (#3623) * infill tokens correction * serverinfill tokens correction * removing any leading whitespace from infill suffix and removing leeading space token from suffix when params.escape * removing any leading whitespace from infill suffix and removing leeading space token from suffix when params.escape * only rm when params.escape, rm space if possible which is added back or rm added space token * only rm when params.escape, rm space if possible which is added back or rm added space token * Revert "only rm when params.escape, rm space if possible which is added back or rm added space token" This reverts commit 63ba0b621f21077c0e3bc6ba6a327534123cb738. * fix interactive prompt escaping and fix server infill leading space handling * rm unnecessary bool check * process escapes for neg prompt and interactive consec prompts * removed unneccessary static string escape
2023-10-22batched : add len CLI argumentGeorgi Gerganov
2023-10-20sampling : refactor init to use llama_sampling_params (#3696)Georgi Gerganov
* sampling : refactor init to use llama_sampling_params * llama : combine repetition, frequency and presence penalties in 1 call * examples : remove embd-input and gptneox-wip * sampling : rename penalty params + reduce size of "prev" vector * sampling : add llama_sampling_print helper * sampling : hide prev behind API and apply #3661 ggml-ci
2023-10-20gguf : support big endian platform (#3552)Qin Yue Chen
* check whether platform is 390x if yes->do not import immintrin.h * support s390x big endian * support --bigendian option for s390x 1. verified with baichuan7b-chat with float 16 on s390x 2. verified with baichuan7b-chat 3. verified with chinese-alpaca-2-13b-f16 * update format based on editor-config checker result * Update convert-baichuan-hf-to-gguf.py * 1. check in ggml.c if endianess is not match 2. update GGUF version 3. change get_pack_prefix to property 4. update information log * always use "GGUF" as beginng of GGUF file * Compare "GGUF" with file header char by char 1. Set GGUF_MAGIC to "GGUF" string instead of int value 2. Compare "GGUF" char by char to ensure its byte order 3. Move bytes swap code from convert.py to gguf.py write_tensor_data --------- Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2023-10-20server : fix uninitialized sampling context (close #3685)Georgi Gerganov
2023-10-19multimodal : add BakLLaVA conversion support (#3682)M. Yusuf Sarıgöz
2023-10-19llava : avoid segfault in case of non-existent mmproj file (#3674)M. Yusuf Sarıgöz
2023-10-18speculative : bug fixesGeorgi Gerganov
2023-10-18speculative : add tree-based sampling example (#3624)Georgi Gerganov
* sampling : one sequence per sampling context ggml-ci * speculative : add tree-based sampling support ggml-ci * speculative : reuse the n_parallel CLI param * speculative : refactor sampling * examples : fix build after sampling refactoring ggml-ci * batched : fix n_seq_id * sampling : fix malloc ggml-ci * swift : fix build ggml-ci * swift : try to fix build ggml-ci * prompts : add assistant.txt * common : add llama_batch_add() and llama_batch_clear() helpers * speculative : minor refactor ggml-ci * minor : comments + rename ggml-ci * speculative : fix off-by-one for n_drafted * speculative : fix the n_drafted fix + p constants
2023-10-17llama : avoid fprintf in favor of LLAMA_LOG (#3538)Georgi Gerganov
2023-10-17train-text-from-scratch : fix assert failure in ggml-alloc (#3618)slaren
2023-10-17editorconfig : remove trailing spacesGeorgi Gerganov
2023-10-17server : documentation of JSON return value of /completion endpoint (#3632)coezbek
* Added documentation of JSON return value of /completion endpoint * Update examples/server/README.md --------- Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2023-10-17save-load-state : fix example + add ci test (#3655)Georgi Gerganov
* save-load-state : fix example (close #3606) * ci : add test for save-load-state example ggml-ci
2023-10-17tokenizer : special token handling (#3538)staviq
* Rewrite special token handling from #1931 * shorten param name, add st verification by type * use offsets instead of copy by substr * formatting, remove copying iterator on delete * llama : normalize code-style * swift fix * print pfx/sfx if verb, main: split pfx input sfx * dont add space when using special tokens * minor : comment + spacing --------- Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2023-10-16llava : fix tokenization to not add bos between image embeddings and user ↵Georgi Gerganov
prompt (#3645) * llava : fix tokenization to not add bos after system prompt * set seed --------- Co-authored-by: M. Yusuf Sarıgöz <yusufsarigoz@gmail.com>
2023-10-14Honor -ngl option for Cuda offloading in llava (#3621)M. Yusuf Sarıgöz
2023-10-13ggml : add context enumeration functions (#3605)slaren
finetune : fix assert failure in ggml-alloc
2023-10-12examples: support LLaVA v1.5 (multimodal model) (#3436)M. Yusuf Sarıgöz
* 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>
2023-10-12server : add completion mode (no chat) (#3582)Aarni Koskela
2023-10-12server : fix kv cache management (#3588)Georgi Gerganov
2023-10-11main : fix session loading bug (#3400)Georgi Gerganov
2023-10-11server : add parameter -tb N, --threads-batch N (#3584)Michael Coppola
Co-authored-by: Michael Coppola <info@michaeljcoppola.com>
2023-10-11common : fix mirostat state when using multiple sequences (#3543)Kerfuffle
* Fix mirostat state when using multiple sequences * Fix mirostat by completely refactoring sampling! * Try to fix zig build. * Export function to fetch/create default sampler states Code formatting cleanups and add some comments Silence a warning about id not being used when logging is disabled * Apply some renaming suggestions. Fix comments that were out of sync with the pull. * Use more consistant naming convention for sampling contexts
2023-10-11batched : add bench tool (#3545)Georgi Gerganov
* batched : add bench tool * batched : minor fix table * batched-bench : add readme + n_kv_max is now configurable * batched-bench : init warm-up batch * batched-bench : pass custom set of PP, TG and PL * batched-bench : add mmq CLI arg
2023-10-11examples : add batched.swift + improve CI for swift (#3562)Zane Shannon
2023-10-10infill. : fix tokenization (#3508)vvhg1
* infill tokens correction * serverinfill tokens correction * removing any leading whitespace from infill suffix and removing leeading space token from suffix when params.escape * removing any leading whitespace from infill suffix and removing leeading space token from suffix when params.escape * only rm when params.escape, rm space if possible which is added back or rm added space token * only rm when params.escape, rm space if possible which is added back or rm added space token * Revert "only rm when params.escape, rm space if possible which is added back or rm added space token" This reverts commit 63ba0b621f21077c0e3bc6ba6a327534123cb738. * fix interactive prompt escaping and fix server infill leading space handling * rm unnecessary bool check
2023-10-09refact : fix convert script + zero out KV cache to avoid nans (#3523)Georgi Gerganov
* refact : fix convert script + zero out KV cache to avoid nans * ggml : silu(-inf) should never happen * metal : assert various kernel requirements
2023-10-08api_like_OAI.py : compat with Microsoft Guidance (#2746)Ryder Wishart
Check for None in addition to empty string check in all request params Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2023-10-08api_like_OAI.py : simplify function (#2796)arcrank
Simplify function
2023-10-06server : docs fix default values and add n_probs (#3506)Mihai
2023-10-06parallel : add option to load external prompt file (#3416)pudepiedj
* Enable external file and add datestamp * Add name of external file at end * Upload ToK2024 * Delete ToK2024.txt * Experiments with jeopardy * Move ParallelQuestions to /proimpts and rename * Interim commit * Interim commit * Final revision * Remove trailing whitespace * remove cmake_all.sh * Remove cmake_all.sh * Changed .gitignore * Improved reporting and new question files. * Corrected typo * More LLM questions * Update LLM-questions.txt * Yet more LLM-questions * Remove jeopardy results file * Reinstate original jeopardy.sh * Update examples/parallel/parallel.cpp --------- Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2023-10-06server : reuse llama_sample_token common util (#3494)Jhen-Jie Hong
* server : reuse llama_sample_token common function * common : use n_probs for temperature sampling
2023-10-05build : use std::make_tuple() for compatibility with older GCC versions (#3488)Kenvix ⭐
2023-10-05server : fix incorrect num_tokens_predicted (#3480)Jhen-Jie Hong
2023-10-04finetune : readme fix typo (#3465)Merrick Christensen
Fix small typo
2023-10-03main : consistent prefix/suffix coloring (#3425)h-h-h-h
* Typo * No `--in-prefix` coloring The `--in-prefix` text was inconsistently colored. Now, it's never colored, just like the `--in-suffix` text.
2023-10-03llama : fix session saving/loading (#3400)Georgi Gerganov
* llama : fix session saving/loading * llama : temp fix for clearing "future" tokens from the KV cache * llama : fix handling of "future" tokens when loading sessions * llama : fix comments for llama_kv_cache API
2023-10-02gguf : general usability improvements (#3409)cebtenzzre
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