* remove one of the last deps * update fast image processor after refactor * styling * more quality of life improvements * nit * update * cleanups * some cleanups * vllm updates * update fake image token * [convert] Fix typo * [convert] Strip extraneous bytes from shards * [convert] Minor fixes * [convert] Use num_experts * multi-image fixes in modeling + processor * fixup size * 128 experts * Use default rope * Unfuse mlp * simplify a lot inputs embeds merging * remove .item() 👀 * fix from review * Address feedback * Use None "default" for rope_scaling. Add eot. * set seed * return aspect ratios and bug fixes * Moe 128 rebased (#8) * 128 experts * Use default rope * Unfuse mlp * Address feedback * Use None "default" for rope_scaling. Add eot. * Meta/llama quant compat (#7) * add quant compatible model & conversion code for llama4 * fix a few issues * fix a few issues * minor type mapping fix --------- Co-authored-by: Lu Fang <fanglu@fb.com> * use a new config parameter to determine which model definition to use for MoE --------- Co-authored-by: Pedro Cuenca <pedro@huggingface.co> Co-authored-by: Lu Fang <fanglu@fb.com> * un-comment write_tokenizer from converting script * remove un-used imports * [llama4] Pop aspect_ratios from image processor output in Llama4Processor Signed-off-by: Jon Swenson <jmswen@gmail.com> * Fix parameter_count name * Update src/transformers/models/llama4/configuration_llama4.py * nit * Add changes for no_rope, moe_layers, chunked attention. Just need to test all * Update src/transformers/models/llama4/image_processing_llama4_fast.py * nit * fix post merge with main * support flex attention * fixes * fix * add layer * small updates * rebase and delete llm_compressor * nit * [llama4/mm] Add back <|image|> token that delimits global tile * [llama4/mm] Fix Llama 4 image processing unit tests * add explicit dtype Signed-off-by: Jon Swenson <jmswen@gmail.com> * sdpa works * comment todo small * fix model loading Signed-off-by: Zijing Liu <liuzijing2014@gmail.com> * revert * nits * small fix for TP on 1 node * Read new params from config * Add <|eom|> * lol don't know how this got here * adding fp8 * Save processor, fix chat template * style * Add boi/eoi tokens We don't use them. * fixes for now flex seems to work :) * updates * nits * updates * missking keys * add context parallel * update * update * fix * nits * add worldsize and make eager attn work for vision * Ignore new key present in base models * add tp_plan * fix nope Signed-off-by: Zijing Liu <liuzijing2014@gmail.com> * minor fix Signed-off-by: Zijing Liu <liuzijing2014@gmail.com> * Clean up Llama4 vision model * current updates * add support for `attn_temperature_tuning` * add floor scale * add missing attn scales * push what works, dirty trick for the device synch * oups * Fix pad_token_id See https://huggingface.co/ll-re/Llama-4-Scout-17B-16E/discussions/2/files Confirmed in the original codebase. * fix causallml loading * rm * fix tied-weights * fix sdpa * push current version * should work with both short and long * add compressed_tensos & fix fbgemm tp * Fix flex impl * style * chunking * try to revert the potentially breaking change * fix auto factory * fix shapes in general * rm processing * commit cache utils cleanup * Fix context length * fix * allocate * update tp_plan * fix SDPA! * Add support for sparse `Llama4TextMoe` layer from the kernel hub * cleanup * better merge * update * still broken fixing now * nits * revert print * Write max_position_embeddings and max_model_length * Update modeling_llama4.py * Save attention_chunk_size * Sync eos terminators * Read initializer_range * style * remove `dict` * fix * eager should use `chunked_attention_mask` * revert * fixup * fix config * Revert "Merge pull request #36 from huggingface/sparse-llama4-moe" This reverts commit ccda19f, reversing changes made to a515579. * Fix typo and remove warning with compiled flex and chunked prefill * Fix MoE vs FF (#41) * fix * Use correct no_rope_layers if provided one is empty list * update tests * fix * skipping some tests * fix fp8 loading Signed-off-by: Zijing Liu <liuzijing2014@gmail.com> * fix text geneartion pipeline Signed-off-by: Zijing Liu <liuzijing2014@gmail.com> * eager needs 4D mask * fix * Some cleanup * fix * update * fix * replace correctly module * patch * modulelist * update * update * clean up * Don't move to `cuda:0` in distributed mode * restrict to compressed tensors for now * rm print * Docs! * Fixes * Update docs/source/en/model_doc/llama4.md Co-authored-by: Pedro Cuenca <pedro@huggingface.co> * Fixes * cuda graph fix * revert some stuff * fixup * styling * Update src/transformers/models/llama4/modeling_llama4.py Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com> * fixup * commit licence, cleanup here and there and style * more styling changes * fix dummies * fix and clean docstrings * remove comment * remove warning * Only fast image processor is supported * nit * trigger CI * fix issue with flex encoder * fix dynamic cache * Code quality * Code quality * fix more tests for now * Code quality * Code quality * Nuke bunch of failing stuff * Code quality * Code quality * cleanup removal of slow image processor * ruff fix fast image processor * fix * fix styling * Docs * Repo consistency * Repo consistency * fix sliding window issue * separate llama cache * styling * Repo consistency * Repo consistency * push waht works * L4 Repo consistency * Docs * fix last last alst alst alst alstsaltlsltlaslt --------- Signed-off-by: Jon Swenson <jmswen@gmail.com> Signed-off-by: Zijing Liu <liuzijing2014@gmail.com> Co-authored-by: yonigozlan <yoni.gozlan10@gmail.com> Co-authored-by: Pedro Cuenca <pedro@huggingface.co> Co-authored-by: Pablo Montalvo <pablo.montalvo.leroux@gmail.com> Co-authored-by: Pablo Montalvo <39954772+molbap@users.noreply.github.com> Co-authored-by: Keyun Tong <tongkeyun@gmail.com> Co-authored-by: Zijing Liu <liuzijing2014@users.noreply.github.com> Co-authored-by: Lu Fang <fanglu@fb.com> Co-authored-by: Zijing Liu <liuzijing2014@gmail.com> Co-authored-by: Jon Swenson <jmswen@gmail.com> Co-authored-by: jmswen <jmswen@users.noreply.github.com> Co-authored-by: MekkCyber <mekk.cyber@gmail.com> Co-authored-by: Mohamed Mekkouri <93391238+MekkCyber@users.noreply.github.com> Co-authored-by: Mohit Sharma <mohit21sharma.ms@gmail.com> Co-authored-by: Yong Hoon Shin <yhshin@meta.com> Co-authored-by: Marc Sun <marc@huggingface.co> Co-authored-by: drisspg <drisspguessous@gmail.com> Co-authored-by: Cyril Vallez <cyril.vallez@gmail.com> Co-authored-by: Daniël de Kok <me@danieldk.eu> Co-authored-by: Lysandre <hi@lysand.re> Co-authored-by: Ye (Charlotte) Qi <ye.charlotte.qi@gmail.com> Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
-Original file line number
+Diff line change
         title: Llama2
       - local: model_doc/llama3
         title: Llama3
 +      - local: model_doc/llama4
 +        title: Llama4
       - local: model_doc/longformer
         title: Longformer
       - local: model_doc/longt5