ik_llama_opt/examples
firecoperana 869557c8fd Update mtmd to improve accuracy of M-RoPE (#993)
* model : Granite docling + Idefics3 preprocessing (SmolVLM) (#16206)

* feat: Add granite-docling conversion using trillion pretokenizer

Branch: gabe-l-hart/GraniteDocling

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* feat: Add granite-docling vocab pre enum

Branch: gabe-l-hart/GraniteDocling

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* fix: Use granite-docling pre

Branch: gabe-l-hart/GraniteDocling

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* feat: Add clip_is_idefics3

Branch: gabe-l-hart/GraniteDocling

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* feat: Allow multi-token boundary sequences for image templating

Branch: gabe-l-hart/GraniteDocling

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* feat: Add tiling support for idefices3 in clip.cpp

This should likely be moved into llava_uhd::get_slice_instructions, but for
now this avoids disrupting the logic there.

Branch: gabe-l-hart/GraniteDocling

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* feat: Partial support for full templating for idefics3 in mtmd

There are still errors encoding some of the image chunks, but the token
sequence now matches transformers _almost_ perfectly, except for the double
newline before the global image which shows up as two consecutive newline
tokens instead of a single double-newline token. I think this is happening
because the blocks are tokenized separately then concatenated.

Branch: gabe-l-hart/GraniteDocling

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* feat: Fully working image preprocessing for idefics3 w/ resize and slicing

Branch: gabe-l-hart/GraniteDocling

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* feat: Parse the preprocessor config's longest side and add it to the mmproj hparams

Branch: GraniteDocling

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* fix: Use the longest side instead of size * scale_factor

For Granite Docling, these come out to the same value, but that was just a
conicidence.

Branch: GraniteDocling

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* fix: Allow batch encoding and remove clip_is_idefics3

Branch: GraniteDocling

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* refactor: Remove unnecessary conditionals for empty token vectors

Branch: GraniteDocling

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* refactor: Use image_manipulation util

Branch: GraniteDocling

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* add test model

---------

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>
Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
# Conflicts:
#	convert_hf_to_gguf.py
#	convert_hf_to_gguf_update.py
#	gguf-py/gguf/constants.py
#	gguf-py/gguf/gguf_writer.py
#	src/llama-vocab.cpp
#	src/llama-vocab.h

* mtmd : support home-cooked Mistral Small Omni (#14928)

* model : add LightOnOCR-1B model (#16764)

* model : add LightOnOCR-1B model

* add test
# Conflicts:
#	convert_hf_to_gguf.py
#	gguf-py/gguf/constants.py

* mtmd : fix idefics3 preprocessing (#16806)

* mtmd : fix idefics3 preprocessing

* disable granite test

* fix test for granite

* model: Add support for CogVLM model (#15002)

* Added GGUF mappings for CogVLM model

* Add tensor mapping for CogVLM visual encoder

* Add CogVLM to conversion script, no vision part yet

* Added CogVLM vision model to conversion script

* Add graph for CogVLM CLIP model

* Add graph for CogVLM

* Fixes for CogVLM. Now compiles.

* Model now runs

* Fixes for cogvlm graph

* Account for graph context change after rebase

* Changes for whitespace

* Changes in convert script according to comments

* Switch CogVLM LLM graph to merged QKV tensor

* Use rope_type variable instead of direct definition

* Change CogVLM CLIP encoder to use SWIGLU

* Switch CogVLM CLIP to use merged QKV

* Apply rebase edits and remove ggml_cont call that is now unnecessary

* clean up

---------

Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
# Conflicts:
#	convert_hf_to_gguf.py
#	examples/mtmd/clip.cpp
#	gguf-py/gguf/constants.py
#	gguf-py/gguf/tensor_mapping.py
#	src/llama-arch.cpp
#	src/llama-arch.h
#	src/llama-model.cpp
#	src/llama-model.h

* mtmd: refactor preprocessing + support max/min pixels (#16878)

* mtmd: refactor preprocessing + support max/min pixels

* fix mlp type

* implement mix/max pixels

* improve hparams

* better image preproc for qwen

* fix

* fix out of bound composite

* fix (2)

* fix token calculation

* get_merge_kernel_size()

* fix llama4 and lfm2

* gonna fix them all

* use simple resize for qwen

* qwen: increase min tokens

* no resize if dst size == src size

* restore to initial min/max tokens value for qwen
# Conflicts:
#	examples/mtmd/clip.cpp

* clip : use FA (#16837)

* clip : use FA

* cont : add warning about unsupported ops

* implement "auto" mode for clip flash attn

* clip : print more detailed op support info during warmup

* cont : remove obsolete comment [no ci]

* improve debugging message

* trailing space

* metal : remove stray return

---------

Co-authored-by: Xuan Son Nguyen <son@huggingface.co>

* model: add Janus Pro for image understanding (#16906)

* Add support for Janus Pro

* Update gguf-py/gguf/tensor_mapping.py

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Update gguf-py/gguf/tensor_mapping.py

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Address reviewer suggestions

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* Add JANUS_PRO constant

* Update clip model handling

Co-authored-by: Xuan-Son Nguyen <son@huggingface.co>

* Update tools/mtmd/clip.cpp

Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com>

* Refactor JANUS_PRO handling in clip.cpp

Co-authored-by: Xuan-Son Nguyen <son@huggingface.co>

* Update tools/mtmd/clip.cpp

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>

* em whitespace

---------

Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
Co-authored-by: Xuan-Son Nguyen <son@huggingface.co>
Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com>
# Conflicts:
#	convert_hf_to_gguf.py
#	gguf-py/gguf/constants.py
#	gguf-py/gguf/tensor_mapping.py

* mtmd: pad mask for qwen2.5vl (#16954)

* mtmd: pad mask for qwen2.5vl

* improve

* mtmd: add --image-min/max-tokens (#16921)

* mtmd: improve struct initialization (#16981)

* mtmd: allow QwenVL to process larger image by default (#17020)

* Disable flash attention

* mtmd : fix embedding size for image input (#17123)

* mtmd: fix patch_size initialized to random value in audio models (#17128)

* mtmd: fix patch_size initialized to random value in audio models

* add default hparams

* add llama_model_n_embd_inp

* Fix load qwen3 vl

Change batch size

* Add description

* Fix cli build error

---------

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>
Co-authored-by: Gabe Goodhart <ghart@us.ibm.com>
Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
Co-authored-by: Tianyue-Zhao <zhaotianyue@outlook.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Co-authored-by: Zhiyong Wang <85110830+ravenouse@users.noreply.github.com>
Co-authored-by: Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
Co-authored-by: Xuan-Son Nguyen <thichthat@gmail.com>
Co-authored-by: firecoperana <firecoperana>
2025-11-29 07:27:15 +01:00
..
baby-llama Merge mainline - Aug 12 2024 (#17) 2024-08-12 15:14:32 +02:00
batched Merge mainline llama.cpp (#3) 2024-07-27 07:55:01 +02:00
batched-bench MoE fix for R4 quants (#170) 2025-01-12 13:19:14 +02:00
batched.swift Merge mainline llama.cpp (#3) 2024-07-27 07:55:01 +02:00
benchmark `build`: rename main → llama-cli, server → llama-server, llava-cli → llama-llava-cli, etc... (#7809) 2024-06-13 00:41:52 +01:00
convert-llama2c-to-ggml `build`: rename main → llama-cli, server → llama-server, llava-cli → llama-llava-cli, etc... (#7809) 2024-06-13 00:41:52 +01:00
cvector-generator CUDA: set compute parameters via command line arguments (#910) 2025-11-07 07:11:23 +02:00
deprecation-warning Merge mainline llama.cpp (#3) 2024-07-27 07:55:01 +02:00
embedding Merge mainline - Aug 12 2024 (#17) 2024-08-12 15:14:32 +02:00
eval-callback Merge mainline - Aug 12 2024 (#17) 2024-08-12 15:14:32 +02:00
export-lora Merge vulkan code from mainline up to commit of 6/28/2025 (#563) 2025-07-02 08:49:42 +02:00
gbnf-validator Merge mainline llama.cpp (#3) 2024-07-27 07:55:01 +02:00
gguf Merge mainline llama.cpp (#3) 2024-07-27 07:55:01 +02:00
gguf-hash Merge mainline llama.cpp (#3) 2024-07-27 07:55:01 +02:00
gguf-split gguf-split : update (#444) 2025-05-23 08:07:42 +03:00
gritlm llama : allow pooled embeddings on any model (#7477) 2024-06-21 08:38:22 +03:00
imatrix Fix imatrix calculation for MLA models (#411) 2025-05-13 17:53:38 +03:00
infill Tool calls support from mainline (#723) 2025-09-01 08:38:49 +03:00
jeopardy `build`: rename main → llama-cli, server → llama-server, llava-cli → llama-llava-cli, etc... (#7809) 2024-06-13 00:41:52 +01:00
llama-bench Fix llama-bench mla parameter (#1016) 2025-11-27 09:33:30 +01:00
llama.android Merge mainline llama.cpp (#3) 2024-07-27 07:55:01 +02:00
llama.swiftui Merge mainline llama.cpp (#3) 2024-07-27 07:55:01 +02:00
llava add dry sampler (#513) 2025-06-19 10:24:53 +03:00
lookahead add dry sampler (#513) 2025-06-19 10:24:53 +03:00
lookup add dry sampler (#513) 2025-06-19 10:24:53 +03:00
main Port mdmd from mainline + Qwen2/2.5-VL support (#798) 2025-09-27 08:45:29 +02:00
main-cmake-pkg Merge mainline llama.cpp (#3) 2024-07-27 07:55:01 +02:00
mtmd Update mtmd to improve accuracy of M-RoPE (#993) 2025-11-29 07:27:15 +01:00
parallel Tool calls support from mainline (#723) 2025-09-01 08:38:49 +03:00
passkey Merge mainline llama.cpp (#3) 2024-07-27 07:55:01 +02:00
perplexity More informative PPL readout line (#914) 2025-11-07 16:41:24 +02:00
quantize Allow quantization of ffn_gate_inp (#896) 2025-11-05 10:44:32 +02:00
quantize-stats Disable experimental code that causes issues with MSVC (#707) 2025-08-19 18:09:49 +03:00
retrieval Merge mainline - Aug 12 2024 (#17) 2024-08-12 15:14:32 +02:00
rpc Fix cuda init error in rpc (#957) 2025-11-14 06:59:54 +02:00
save-load-state Merge mainline - Aug 12 2024 (#17) 2024-08-12 15:14:32 +02:00
server Update mtmd to improve accuracy of M-RoPE (#993) 2025-11-29 07:27:15 +01:00
simple Merge mainline - Aug 12 2024 (#17) 2024-08-12 15:14:32 +02:00
speculative Support --device and --device-draft parameter (#866) 2025-10-27 18:13:28 +02:00
sweep-bench sweep-bench: be able to set TG tokens via -n (#897) 2025-11-04 14:39:30 +02:00
sycl Merge mainline - Aug 12 2024 (#17) 2024-08-12 15:14:32 +02:00
tokenize Merge mainline - Aug 12 2024 (#17) 2024-08-12 15:14:32 +02:00
CMakeLists.txt Port mdmd from mainline + Qwen2/2.5-VL support (#798) 2025-09-27 08:45:29 +02:00
Miku.sh `build`: rename main → llama-cli, server → llama-server, llava-cli → llama-llava-cli, etc... (#7809) 2024-06-13 00:41:52 +01:00
base-translate.sh `build`: rename main → llama-cli, server → llama-server, llava-cli → llama-llava-cli, etc... (#7809) 2024-06-13 00:41:52 +01:00
chat-13B.bat
chat-13B.sh `build`: rename main → llama-cli, server → llama-server, llava-cli → llama-llava-cli, etc... (#7809) 2024-06-13 00:41:52 +01:00
chat-persistent.sh `build`: rename main → llama-cli, server → llama-server, llava-cli → llama-llava-cli, etc... (#7809) 2024-06-13 00:41:52 +01:00
chat-vicuna.sh `build`: rename main → llama-cli, server → llama-server, llava-cli → llama-llava-cli, etc... (#7809) 2024-06-13 00:41:52 +01:00
chat.sh `build`: rename main → llama-cli, server → llama-server, llava-cli → llama-llava-cli, etc... (#7809) 2024-06-13 00:41:52 +01:00
convert_legacy_llama.py Merge mainline llama.cpp (#3) 2024-07-27 07:55:01 +02:00
json_schema_pydantic_example.py Merge mainline llama.cpp (#3) 2024-07-27 07:55:01 +02:00
json_schema_to_grammar.py Tool calls support from mainline (#723) 2025-09-01 08:38:49 +03:00
llama.vim llama.vim : added api key support (#5090) 2024-01-23 08:51:27 +02:00
llm.vim llm.vim : stop generation at multiple linebreaks, bind to <F2> (#2879) 2023-08-30 09:50:55 +03:00
pydantic_models_to_grammar.py Merge mainline llama.cpp (#3) 2024-07-27 07:55:01 +02:00
pydantic_models_to_grammar_examples.py Merge mainline llama.cpp (#3) 2024-07-27 07:55:01 +02:00
reason-act.sh `build`: rename main → llama-cli, server → llama-server, llava-cli → llama-llava-cli, etc... (#7809) 2024-06-13 00:41:52 +01:00
regex_to_grammar.py Merge mainline llama.cpp (#3) 2024-07-27 07:55:01 +02:00
server-llama2-13B.sh `build`: rename main → llama-cli, server → llama-server, llava-cli → llama-llava-cli, etc... (#7809) 2024-06-13 00:41:52 +01:00
server_embd.py Merge mainline llama.cpp (#3) 2024-07-27 07:55:01 +02:00
ts-type-to-grammar.sh JSON schema conversion: ️ faster repetitions, min/maxLength for strings, cap number length (#6555) 2024-04-12 19:43:38 +01:00