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enable falcon-180b inference#15

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schoi/falcon_180b
Feb 12, 2024
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enable falcon-180b inference#15
mandy-li merged 3 commits into
habana-mainfrom
schoi/falcon_180b

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1 The current code can load only .bin or .pt whereas Falcon-180B ckpt files are in .safetensors format. This change enabled loading ckpt files in .safetensor format
2 The ValueError "The following model_kwargs are not used by the model: ['token_type_ids'] )" is addressed by introducing a workaround that removes ‘token_type_ids’ from the model_kwargs.

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  • This PR fixes a typo or improves the docs (you can dismiss the other checks if that's the case).
  • Did you make sure to update the documentation with your changes?
  • Did you write any new necessary tests?

@schoi-habana schoi-habana requested a review from mandy-li January 31, 2024 19:08
@schoi-habana schoi-habana marked this pull request as ready for review January 31, 2024 19:08
Comment thread optimum/habana/checkpoint_utils.py Outdated
Comment thread optimum/habana/transformers/generation/utils.py
@schoi-habana schoi-habana requested a review from libinta as a code owner February 1, 2024 08:54
@schoi-habana schoi-habana requested a review from a user February 1, 2024 08:54
@vivekgoe
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vivekgoe commented Feb 5, 2024

@schoi-habana Please confirm if this is ready for merge. Please follow guidelines below when propagating this change to huggingface/optimum-habana

  • Maintain 1:1 mapping between PRs on OH-fork & OH (=> every PR on OH-fork should have only 1 corresponding PR on OH). Use exactly same commit message for PR done on OH-fork and corresponding PR on OH! However content of PR going to OH can change (e.g. changes based on review comments).
  • Do not propagate any changes done to final PR going into OH back to OH-fork (makes OH-fork rebases messy and error prone)! We will anyway pick your finalized content (that went to OH) in next rebase.
  • If you do need to violate above rule (exception cases). Please sync with me.

Comment thread optimum/habana/checkpoint_utils.py Outdated
Comment thread optimum/habana/checkpoint_utils.py Outdated
@tjs-intel tjs-intel mentioned this pull request Feb 5, 2024
3 tasks
def get_checkpoint_files(model_name_or_path, local_rank, token=None):
"""
Gets the list of files for the specified model checkpoint.
Copied from https://github.com/huggingface/transformers/blob/abbffc4525566a48a9733639797c812301218b83/src/transformers/modeling_utils.py#L414
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@tjs-intel tjs-intel Feb 5, 2024

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The code that is copied here is in the body of load_sharded_checkpoint. Not all checkpoints are sharded, as is the case for TinyLlama, which only has a single checkpoint file (called model.safetensors) and no index files. I think this function needs to handle the case where the model has no index files present. The base branch does not check if any index files are present, but it also does not support safetensors.

Here is an example in transformers where load_sharded_checkpoint is used, and it is only called in the case where there is no weights_file, safe_weights_file, and there is no FSDP checkpoint:
https://github.com/huggingface/transformers/blob/abbffc4525566a48a9733639797c812301218b83/src/transformers/trainer.py#L2061

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@vivekgoe yes it's ready to merge

@tjs-intel I see you opened a PR #25. Please go ahead and implement additional changes on top of this to make it work for your model

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I can make my changes based on this branch, but the maintainers should know that this PR could cause a regression with models that don't use safetensors and only have a single checkpoint. I think this type of model probably exists because there are code paths for it in that transformers code snippet I linked.

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I added support for single weight checkpoints in #25 and changed the base to this branch

@mandy-li mandy-li merged commit 87443e3 into habana-main Feb 12, 2024
bhargaveede pushed a commit that referenced this pull request Feb 19, 2024
* enable loading falcon-180b ckpt in .safetensors format

* Address comments borrowing transformer's way of reading ckpt file

* address comments
bhargaveede pushed a commit that referenced this pull request Feb 19, 2024
* enable loading falcon-180b ckpt in .safetensors format

* Address comments borrowing transformer's way of reading ckpt file

* address comments
@astachowiczhabana
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huggingface#773

astachowiczhabana pushed a commit that referenced this pull request Nov 20, 2024
* [SW-197077] arbitrary scales

* [SW-197077] arbitrary scales

* Update run_generation.py
linoybu added a commit that referenced this pull request Dec 19, 2024
* [SW-197077] arbitrary scales

* [SW-197077] arbitrary scales

* Update run_generation.py
astachowiczhabana pushed a commit that referenced this pull request Dec 20, 2024
Co-authored-by: Linoy Buchnik <linoybu@gmail.com>
Liangyx2 pushed a commit that referenced this pull request Jan 20, 2025
Co-authored-by: Linoy Buchnik <linoybu@gmail.com>
astachowiczhabana added a commit that referenced this pull request Jan 20, 2025
* Add flag to run inference with partial dataset (huggingface#1420)

* Add peft generation example (huggingface#1427)

* Upgrade to SynapseAI 1.18.0 (huggingface#1418)

* Simplify HQT config files (huggingface#1219)

* unify_measurements.py script support to unify PCQ 70B 8x (huggingface#1322)

* Add misc. training args (huggingface#1346)

* Add quantization config for low bs case (huggingface#1377)

* Remove HQT from OHF (huggingface#1257)

Co-authored-by: Adam Stachowicz <astachowicz@habana.ai>
Co-authored-by: Adam Stachowicz <105052242+astachowiczhabana@users.noreply.github.com>
Co-authored-by: Yeonsil Yoon <yyoon@habana.ai>

* Load INC GPTQ checkpoint & rename params (huggingface#1364)

Co-authored-by: Yaser Afshar <yaser.afshar@intel.com>
Co-authored-by: Harish Subramony <81822986+hsubramony@users.noreply.github.com>
Co-authored-by: Yeonsil Yoon <yyoon@habana.ai>

* Enable FusedSDPA fp8 in Llama FT (huggingface#1388)

Co-authored-by: Yaser Afshar <yaser.afshar@intel.com>
Co-authored-by: Harish Subramony <81822986+hsubramony@users.noreply.github.com>

* Valid sequence length for sdpa (huggingface#1183)

Co-authored-by: Harish <hsubramony@habana.ai>
Co-authored-by: Libin Tang <litang@habana.ai>
Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Multiple fixes (dynamo graph break, qwen-moe, multicard) (huggingface#1410)

* datasets downgrade version to 2.21.0 (huggingface#1413)

* Update ci sentence_transformer.sh (huggingface#1424)

* Fix load INC load weights compile error due to Transformer 4.45 upgrade.  (huggingface#1421)

* Update language-modeling README.md, add trust_remote_code for flan-t5-xl (huggingface#1422)

* Update unify_measurements.py support info (huggingface#1425)

* GPT2 torch.compile fix (huggingface#1434)

* Added missing allocate_kv_cache() call in CausalLM class (huggingface#1431)

* Fix merge error and update text-to-speech readme (huggingface#1436)

* Fix OOM error for code llama (huggingface#1437)

* Fix error on 4bit checkpoint load with run_lm_eval on TF4.45.2 (huggingface#1439)

* Fix scoped linear all-reduce for starcoder model (huggingface#1432)

* Fixed recursion error in SentenceTransformer (huggingface#1428)

* Fix Llama 3.1 generation (huggingface#1444)

* Update text-gen README.md to add auto-gptq fork install steps (huggingface#1442)

* Added gemma specific fp8 quantization file (huggingface#1445)

* Remove cache folder from image data folder (huggingface#1446)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Bump dev version

* Enable DeepSpeed for image-to-text example (huggingface#1455)

* Fix bug when loading 4bit checkpoint quantized in INC (huggingface#1447)

* Fixes 'Tokenizer does not have padding token' introduced by  huggingface#1444 for Llama3.1 (huggingface#1457)

* Fix facebook/hf-seamless-m4t-medium crash (huggingface#1433)

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* Fix bias update in scoped all reduce (huggingface#1456)

* Added skip for unsuported tests for mistral/mixtral (huggingface#1462)

* Update sentence transformer to v3.2.1 (huggingface#1470)

* Optimized inference of Cohere model on HPU (huggingface#1329)

Signed-off-by: Ye, Xinyu <xinyu.ye@intel.com>

* Idefics2 (huggingface#1270)

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* Remove deprecated Mixed precision flags (huggingface#1471)

Change-Id: I1c2e2460dc2072ba7b311f239441b304694918c8

* Optimized inference of XGLM model on HPU (huggingface#1323)

Signed-off-by: Ye, Xinyu <xinyu.ye@intel.com>

* Add mllama support (huggingface#1419)

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* Enable flash attention for gemma (huggingface#1454)

* Readme: replace tabs with spaces (huggingface#1485)

* Move fast tests to Gaudi2 (huggingface#1498)

* Support loading 4 bit Qwen2 (huggingface#1476)

Signed-off-by: Mengni Wang <mengni.wang@intel.com>

* Add textual inversion XL for Gaudi (huggingface#868)

Signed-off-by: Daniel Socek <daniel.socek@intel.com>
Co-authored-by: Iman Gohari <s.m.iman.gohari@intel.com>

* Remove torch req from LM example (huggingface#1491)

* Remove keep_input_mutations (huggingface#1492)

* Fix trust_remote_code (huggingface#1493)

* Upgrade ViT README with torch.compile (huggingface#1494)

* Tests for text gen output text (huggingface#1411)

* Corrected Throughput measure for GaudiDDPMPipeline (huggingface#1460)

* Fix text generation test

* Add G3 in T5-L README (huggingface#1523)

* Fix tuple object error (huggingface#1354)

* Add warmup time and compile time log for the eval/prediction.  (huggingface#1489)

* Fix style

* Enable `paligemma` model for image-to-text example (huggingface#1407)

Signed-off-by: Liu, Kaixuan <kaixuan.liu@intel.com>
Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Add support for MLPERF optimized pipeline from example (huggingface#1465)

Co-authored-by: sushil dubey <sdubey@habana.ai>

* Enable Gemma2 Inference on Gaudi (huggingface#1504)

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>
Signed-off-by: Ye, Xinyu <xinyu.ye@intel.com>
Signed-off-by: Mengni Wang <mengni.wang@intel.com>
Signed-off-by: Daniel Socek <daniel.socek@intel.com>
Co-authored-by: billishyahao <yahao.he@intel.com>
Co-authored-by: Harish Subramony <81822986+hsubramony@users.noreply.github.com>
Co-authored-by: Yeonsil Yoon <yyoon@habana.ai>
Co-authored-by: Seunghyuk Park (shepark) <separk@habana.ai>
Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>
Co-authored-by: Sun Choi <schoi@habana.ai>
Co-authored-by: xinhe <xin3.he@intel.com>
Co-authored-by: Mohit Deopujari <mdeopujari@habana.ai>
Co-authored-by: Wang, Yi <yi.a.wang@intel.com>
Co-authored-by: Soila Kavulya <soila.p.kavulya@intel.com>
Co-authored-by: Iman Gohari <s.m.iman.gohari@intel.com>
Co-authored-by: ZhengHongming888 <hongming.zheng@intel.com>
Co-authored-by: XinyuYe-Intel <xinyu.ye@intel.com>
Co-authored-by: Vivek Goel <vgoel@habana.ai>
Co-authored-by: Akihiro Takahashi <akihiro.takahashi@intel.com>
Co-authored-by: Miroslav Goncharenko <miroslav.goncharenko@intel.com>
Co-authored-by: Wang, Mengni <mengni.wang@intel.com>
Co-authored-by: Daniel Socek <daniel.socek@intel.com>
Co-authored-by: Adam Stachowicz <105052242+astachowiczhabana@users.noreply.github.com>
Co-authored-by: Vidya Galli <vidya.s.galli@intel.com>
Co-authored-by: deepak-gowda-narayana <140652370+deepak-gowda-narayana@users.noreply.github.com>

* Add check_neural_compressor_min_version for 4 bit behavior (huggingface#1500)

Signed-off-by: Xin <xin3.he@intel.com>
Signed-off-by: xinhe3 <xinhe3@habana.ai>
Co-authored-by: xinhe3 <xinhe3@habana.ai>

* Fixed Gemma FP8 flash_attention lower throughput issue (huggingface#1510)

* Pass "lazy_mode" arg to GaudiLlamaModel GaudiTrainer (huggingface#1515)

Co-authored-by: Marcin Łapiński <mlapinskix@habana.ai>

* Removed workaround for NaN bug causing graph break. (huggingface#1516)

Co-authored-by: Marcin Łapiński <mlapinskix@habana.ai>

* Disable default sdpa in Albert (#22) (huggingface#1517)

Co-authored-by: Urszula Golowicz <urszula.golowicz@intel.com>

* Implement fused sdpa for wav2vec2 (#18) (huggingface#1520)

* Memory optimization for gpt_bitcode (#4) (huggingface#1513)

Co-authored-by: Urszula Golowicz <urszula.golowicz@intel.com>

* text_generation: improve parameters check (huggingface#1527)

* transformers: fixed some typos (huggingface#1528)

* Update DeepSpeed CI baselines

* Update FSDP CI baseline

* Optimum-Habana docs re-org (huggingface#1488)

Signed-off-by: Daniel Socek <daniel.socek@intel.com>
Co-authored-by: Greg Serochi <greg.serochi@intel.com>
Co-authored-by: Kiangpeng Lau <kiangpeng.lau@intel.com>
Co-authored-by: Seethong Vang <seethong.vang@intel.com>
Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>
Co-authored-by: Anastasia Uvarova <anastasia.uvarova@intel.com>
Co-authored-by: Mohit Deopujari <mohit.deopujari@intel.com>
Co-authored-by: Chen Levkovich <chen.levkovich@intel.com>
Co-authored-by: Libin Tang <libin.tang@intel.com>

* Makes the with_stack of the profiler changeable (huggingface#1497)

* FLUX with diffusers 0.31.0 (huggingface#1450)

Signed-off-by: Daniel Socek <daniel.socek@intel.com>
Co-authored-by: Baochen Yang <baochen.yang@intel.com>
Co-authored-by: Huijuan Zhou <huijuan.zhou@intel.com>
Co-authored-by: Sergey Plotnikov <sergey.plotnikov@intel.com>
Co-authored-by: Deepak Narayana <deepak.narayana@intel.com>
Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Fix some CI baselines

* Add split runners to CI (2 devices per runner for fast tests)

* Fix fast CI to work with split runners (huggingface#1534)

* Fix dtype issue with valid sequence length in torch.compile bs=1 (huggingface#1532)

* Support beam search with reuse_cache and bucket_internal (huggingface#1472)

* Add mixtral trl sft (huggingface#1349)

* Enable tiiuae/falcon-11B-vlm in image_to_text example (huggingface#1490)

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* Add Llama 3.1 ft to CI (huggingface#1529)

* Migrate OH CLIP (roberta-clip) training to torch.compile (huggingface#1507)

* test_text_generation: fix non-Gaudi2 case (huggingface#1530)

* text-generation: improve output printing (huggingface#1486)

* Text-generation, model set-up: torch.compile for attributes instead of models' types (huggingface#1452)

* FLUX Fine-Tuning for Gaudi (huggingface#1482)

Signed-off-by: Daniel Socek <daniel.socek@intel.com>

* Enable fusedsdpa kernel for vision part of mllama (huggingface#1531)

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* Minicpm enabling (huggingface#1342)

Signed-off-by: Daniel Huang <daniel1.huang@intel.com>

* Fix bridgetower example (#312) (huggingface#1481)

* Migrate OH Wave2Vec-AC training to torch.compile - README update (huggingface#1537)

Co-authored-by: Chaojun Zhang <chzhang@habana.ai>

* Flux Image-To-Image pipeline (huggingface#1524)

Signed-off-by: Daniel Socek <daniel.socek@intel.com>
Co-authored-by: Iman Gohari <s.m.iman.gohari@intel.com>

* Enable Falcon-mamba (huggingface#1480)

Signed-off-by: yuanwu <yuan.wu@intel.com>
Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Enable dynamic compile for mpi(training) (huggingface#1509)

* Migrate OH T5-large training to torch.compile (huggingface#1506)

* Add support for Baichuan2 (huggingface#1479)

Signed-off-by: Haihao Xiang <haihao.xiang@intel.com>
Co-authored-by: Jianqian Zhou <jianqian.zhou@intel.com>
Co-authored-by: Wei Lin <wei2.lin@intel.com>

* trainer: fixed spelling (huggingface#1538)

* Create CI Eager/Lazy for Language Modeling (huggingface#1448)

* Fixes for llava-next test failures in 1.19 (huggingface#1535)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Enable DeepSeek-V2 (huggingface#1475)

Signed-off-by: Matrix YAO <matrix.yao@intel.com>

* Refactor Qwen2 Family (huggingface#1541)

* Add support for optimized SDXL pipeline (huggingface#1519)

* Make style

* Add the checkout parameters of falcon-mamba pytest (huggingface#1540)

Signed-off-by: yuanwu <yuan.wu@intel.com>
Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Avoid negative values in eval metrics (huggingface#1533)

* Fixes in unify_measurements (huggingface#1496)

Co-authored-by: yan tomsinsky <ytomsinsky@habana.ai>
Co-authored-by: Eran Geva <egeva@habana.ai>

* Fix lm_eval script for starcoder and gemma (huggingface#1463)

* Add option to use bf16 in PT sdp (#5) (huggingface#1514)

Co-authored-by: Urszula Golowicz <urszula.golowicz@intel.com>

* Fix tests.test_peft_inference failure (huggingface#1543)

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* [wav2vec2] Remove tensor.item and dynamic slicing operations in the loop that cause graph break (huggingface#1508)

* Update lm_eval version (huggingface#1473)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Fix lm_eval script for starcoder and gemma (huggingface#1463)

* Add option to use bf16 in PT sdp (#5) (huggingface#1514)

Co-authored-by: Urszula Golowicz <urszula.golowicz@intel.com>

* Fix tests.test_peft_inference failure (huggingface#1543)

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* Update lm_eval version (huggingface#1473)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Fix bad import in Baichuan code (huggingface#1547)

* Restore performance in generate (huggingface#1546)

Signed-off-by: Urszula Golowicz <urszula.golowicz@intel.com>
Co-authored-by: Marcin Łapiński <mlapinskix@habana.ai>
Co-authored-by: Adam Stachowicz <105052242+astachowiczhabana@users.noreply.github.com>

* Enable pyTorch-IMage-Models (TIMM) with HPUs (huggingface#1459)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Add HF login for 8x Gaudi2 CI

* Adding support for Context Parallelism using Deepseed's DistributedAttention (huggingface#1501)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Fix bad import in Baichuan code (huggingface#1547)

* Restore performance in generate (huggingface#1546)

Signed-off-by: Urszula Golowicz <urszula.golowicz@intel.com>
Co-authored-by: Marcin Łapiński <mlapinskix@habana.ai>
Co-authored-by: Adam Stachowicz <105052242+astachowiczhabana@users.noreply.github.com>

* Enable pyTorch-IMage-Models (TIMM) with HPUs (huggingface#1459)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Add HF login for 8x Gaudi2 CI

* Adding support for Context Parallelism using Deepseed's DistributedAttention (huggingface#1501)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Fix Llama CI

* Fix Llama CI

* Add DynamicMoE support for Mixtral (huggingface#1511)

Co-authored-by: Adam Stachowicz <105052242+astachowiczhabana@users.noreply.github.com>

* Fix for llava models not generating text with test failures in 1.19 (huggingface#1548)

* Refactor KV cache, Rope  , reduce common code  (huggingface#1148)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Adjust Qwen2-7B test case (huggingface#1551)

* [run_lm_eval.py] Fixed too many print dump json info (huggingface#1553)

Signed-off-by: Focus Luo <focus.luo@intel.com>

* Fix for single_card llama7b and falcon40b CI errors (huggingface#1549)

* Implemented fusedSDPA for stable diffusion (#36) (huggingface#1545)

Co-authored-by: Yixiu Chen <yixiu.chen@intel.com>
Co-authored-by: Libin Tang <litang@habana.ai>

* Apply --sdp_on_bf16 to image-to-text examples (huggingface#1557)

* Fix accuracy regression in Gemma (huggingface#1556)

* Fix FusedSDPA wrapper from TransformerEngine (huggingface#1562)

* Add DynamicMoE support for Mixtral (huggingface#1511)

Co-authored-by: Adam Stachowicz <105052242+astachowiczhabana@users.noreply.github.com>

* Fix for llava models not generating text with test failures in 1.19 (huggingface#1548)

* Refactor KV cache, Rope  , reduce common code  (huggingface#1148)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Adjust Qwen2-7B test case (huggingface#1551)

* [run_lm_eval.py] Fixed too many print dump json info (huggingface#1553)

Signed-off-by: Focus Luo <focus.luo@intel.com>

* Fix for single_card llama7b and falcon40b CI errors (huggingface#1549)

* Implemented fusedSDPA for stable diffusion (#36) (huggingface#1545)

Co-authored-by: Yixiu Chen <yixiu.chen@intel.com>
Co-authored-by: Libin Tang <litang@habana.ai>

* Apply --sdp_on_bf16 to image-to-text examples (huggingface#1557)

* Fix accuracy regression in Gemma (huggingface#1556)

* Fix FusedSDPA wrapper from TransformerEngine (huggingface#1562)

* Run albert-xxlarge-v1 CI as torch.compile mode (huggingface#1563)

* Update README commands for the models to use --sdp_on_bf16 (huggingface#1566)

* Minicpm patch (huggingface#1567)

Signed-off-by: Daniel Huang <daniel1.huang@intel.com>

* Updated gemma_2b_it CI (huggingface#1561)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Fixed Adalora Test for OH 1.15 (huggingface#1564)

* Fixed LORACP Test for OH 1.15 (huggingface#1568)

* Run albert-xxlarge-v1 CI as torch.compile mode (huggingface#1563)

* Update README commands for the models to use --sdp_on_bf16 (huggingface#1566)

* Minicpm patch (huggingface#1567)

Signed-off-by: Daniel Huang <daniel1.huang@intel.com>

* Updated gemma_2b_it CI (huggingface#1561)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Fixed Adalora Test for OH 1.15 (huggingface#1564)

* Fixed LORACP Test for OH 1.15 (huggingface#1568)

* Add requirements.txt

* Update the baseline for 1.18 to reflect performance in 1.19 (huggingface#1571)

* Fix prefix llama ci failure (huggingface#1570)

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* fusedsdpa for stable diffusion xl (huggingface#1565)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Fix prefix llama ci failure (huggingface#1570)

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* Add sdp_on_bf16 to tests,text-gen (huggingface#1559)

* Fix mllama test (huggingface#1569)

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* Fix lazy_mode assignment (huggingface#1558)

Co-authored-by: Yaser Afshar <yaser.afshar@intel.com>

* Fix mllama test (huggingface#1569)

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* Fix lazy_mode assignment (huggingface#1558)

Co-authored-by: Yaser Afshar <yaser.afshar@intel.com>

* Fix diffusers import (huggingface#1574)

* Update README commands for more models to use --sdp_on_bf16 (huggingface#1575)

Co-authored-by: Libin Tang <litang@habana.ai>

* Generation utils update (minor) (huggingface#1468)

* style: removed tabs (huggingface#1577)

* Add chatglm (huggingface#1478)

Co-authored-by: Wei Lin <wei2.lin@intel.com>
Co-authored-by: Jianqian Zhou <jianqian.zhou@intel.com>
Co-authored-by: Leo Zhao <leo.zhao@intel.com>

* Enable num_return_sequences in beam search (huggingface#1536)

* gpt_bigcode: added internal bucketing fix (huggingface#1526)

* Update the Gaudi trainer with transformers 4.45.2 (huggingface#1398)

* Revert "add check_neural_compressor_min_version for 4 bit behavior" (huggingface#1578)

* Revert PR huggingface#1473 (huggingface#1582)

* Enable num_return_sequences in beam search (huggingface#1536)

* gpt_bigcode: added internal bucketing fix (huggingface#1526)

* Revert "add check_neural_compressor_min_version for 4 bit behavior" (huggingface#1578)

* Revert PR huggingface#1473 (huggingface#1582)

* Remove deprecated env variables

* Add sdp_on_bf16 argument to CI for run_image2text_lora_finetune and a… (huggingface#1585)

* Remove unnecessary neural compressor fix for 1.19 release (huggingface#1584)

* Make style

* Fixed spelling (huggingface#1576)

* Update docs for baichuan2 training (huggingface#1586)

* Fixed spelling (huggingface#1576)

* Update docs for baichuan2 training (huggingface#1586)

* Adjust bert and roberta targets (huggingface#1588)

* Update text-gen readme for autogptq (huggingface#1589)

* Update README to Include Information on Performance Degradation and Mitigation Options (huggingface#1555)

* Fix Accuracy Calculation Issue in GPT-NeoX (huggingface#1591)

* Readme update for llama-405B (huggingface#1587)

Co-authored-by: Mohit Sinha <msinha@habana.ai>
Co-authored-by: Seunghyuk Park (shepark) <separk@habana.ai>
Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Fix Accuracy Calculation Issue in GPT-NeoX (huggingface#1591)

* Add WA flag for falcon-180b to resolve text-gen critical reset error during tests (huggingface#1590)

* Add WA flag for falcon-180b to resolve text-gen critical reset error during tests (huggingface#1590)

* Add sdp_on_bf16 option to diffusers and image/audio classicifation tests (huggingface#1592)

* Update transformers tests generation util v4.45.2 (huggingface#1441)

Co-authored-by: Gustavo <gustavo.malkomes>
Co-authored-by: Yaser Afshar <yaser.afshar@intel.com>
Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Update README.md (huggingface#1595)

* Limit position embeddings in inference (huggingface#1598)

Co-authored-by: Adam Stachowicz <105052242+astachowiczhabana@users.noreply.github.com>

* Verify model output is provided when check_output is enabled (huggingface#1597)

* Limit position embeddings in inference (huggingface#1598)

Co-authored-by: Adam Stachowicz <105052242+astachowiczhabana@users.noreply.github.com>

* Verify model output is provided when check_output is enabled (huggingface#1597)

* Update README.md (huggingface#1595)

* Fix scikit-learn to 1.5.2 to fix f1 evaluation crash in 1.6.0 (huggingface#1596)

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* Revert common KVCache not to check token_idx (huggingface#1594)

* Update language-modeling README file (huggingface#1599)

Co-authored-by: Libin Tang <litang@habana.ai>
Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Update readme for audio-classification example (huggingface#1602)

* SDPA flag update - static code analysis (huggingface#1601)

* Revert common KVCache not to check token_idx (huggingface#1594)

* Remove unwanted merged changes in SD pipeline

* Revert LlamaKVCache due to memory increase (huggingface#1605)

* Check rope_scaling attr (huggingface#1609)

* skip certain tests for G1 with empty param list (huggingface#1613)

* Revert "Update transformers tests generation util v4.45.2 (huggingface#1441)" (huggingface#1614)

This reverts commit 2ba520a.

* audio classification readme update (huggingface#1604)

* fix readme cmds for clip-roberta (huggingface#1603)

* fix readme cmds for clip-roberta

* comments and cleanup

* Fix run_generation test commands for TRL out usage example (huggingface#1624)

Fix run_generation example

* Add arbitrary scales (#15) (huggingface#1625)

Co-authored-by: Linoy Buchnik <linoybu@gmail.com>

* Modify Qwen2 TRL command to avoid OOM.  (huggingface#1630)

Add --use_flash_attention to avoid OOM for Qwen2

* Replace the UNET custom attention processors (huggingface#1608)

Co-authored-by: Iman Gohari <s.m.iman.gohari@intel.com>

* Falcon Model Support (huggingface#1612)

Co-authored-by: leopck <sckphoong@habana.ai>
Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Update sdp_on_bf16 option for ST example (huggingface#1615)

* Update save lora weights for diffusers with text_encoder_2 layers (huggingface#1626)

* Fix `save_lora_weights` in `pipeline_utils.py` (huggingface#1643)

* Refactor mixtral moe block. (huggingface#1635)

* speech-recognition: downgrade datasets version (huggingface#1646)

* add sdp_on_bf16 to controlnet (huggingface#1631)

* add sdp_on_bf16 to controlnet

* Update pipeline_controlnet.py

pass sdp_on_bf16 to controlnet_pipeline

* Update text_to_image_generation.py

* Update text_to_image_generation.py

* Quick fix for quantization/custom op list loading (huggingface#1657)

Signed-off-by: Daniel Socek <daniel.socek@intel.com>

* Update multi-node test dockerfile (huggingface#1662)

* Fixes on OH 1.15 pre release (huggingface#1661)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Fix distributed issue for ST Trainer (huggingface#1649)

* Fix distributed issue for timm (huggingface#1653)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Added missing parameter for llama function call (huggingface#1663)

Co-authored-by: Libin Tang <litang@habana.ai>

* Add reuse_cache for llama3-405b measurement (huggingface#1664)

* Update EFA dockerfile to SynapseAI 1.19.0 (huggingface#1665)

Co-authored-by: Libin Tang <litang@habana.ai>

* Fix bug for GaudiMixtralAttentionLongSequence forward (huggingface#1650)

Signed-off-by: kaixuanliu <kaixuan.liu@intel.com>

* Update to SynapseAI v1.19

* Release: v1.15.0

* Fix style

* save_model - incorrect conflict resolution

* Fix style

---------

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>
Signed-off-by: Ye, Xinyu <xinyu.ye@intel.com>
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xinyu-intel pushed a commit that referenced this pull request Mar 4, 2025
* [SW-197077] arbitrary scales

* [SW-197077] arbitrary scales

* Update run_generation.py
xinyu-intel pushed a commit that referenced this pull request Mar 4, 2025
* Add flag to run inference with partial dataset (huggingface#1420)

* Add peft generation example (huggingface#1427)

* Upgrade to SynapseAI 1.18.0 (huggingface#1418)

* Simplify HQT config files (huggingface#1219)

* unify_measurements.py script support to unify PCQ 70B 8x (huggingface#1322)

* Add misc. training args (huggingface#1346)

* Add quantization config for low bs case (huggingface#1377)

* Remove HQT from OHF (huggingface#1257)

Co-authored-by: Adam Stachowicz <astachowicz@habana.ai>
Co-authored-by: Adam Stachowicz <105052242+astachowiczhabana@users.noreply.github.com>
Co-authored-by: Yeonsil Yoon <yyoon@habana.ai>

* Load INC GPTQ checkpoint & rename params (huggingface#1364)

Co-authored-by: Yaser Afshar <yaser.afshar@intel.com>
Co-authored-by: Harish Subramony <81822986+hsubramony@users.noreply.github.com>
Co-authored-by: Yeonsil Yoon <yyoon@habana.ai>

* Enable FusedSDPA fp8 in Llama FT (huggingface#1388)

Co-authored-by: Yaser Afshar <yaser.afshar@intel.com>
Co-authored-by: Harish Subramony <81822986+hsubramony@users.noreply.github.com>

* Valid sequence length for sdpa (huggingface#1183)

Co-authored-by: Harish <hsubramony@habana.ai>
Co-authored-by: Libin Tang <litang@habana.ai>
Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Multiple fixes (dynamo graph break, qwen-moe, multicard) (huggingface#1410)

* datasets downgrade version to 2.21.0 (huggingface#1413)

* Update ci sentence_transformer.sh (huggingface#1424)

* Fix load INC load weights compile error due to Transformer 4.45 upgrade.  (huggingface#1421)

* Update language-modeling README.md, add trust_remote_code for flan-t5-xl (huggingface#1422)

* Update unify_measurements.py support info (huggingface#1425)

* GPT2 torch.compile fix (huggingface#1434)

* Added missing allocate_kv_cache() call in CausalLM class (huggingface#1431)

* Fix merge error and update text-to-speech readme (huggingface#1436)

* Fix OOM error for code llama (huggingface#1437)

* Fix error on 4bit checkpoint load with run_lm_eval on TF4.45.2 (huggingface#1439)

* Fix scoped linear all-reduce for starcoder model (huggingface#1432)

* Fixed recursion error in SentenceTransformer (huggingface#1428)

* Fix Llama 3.1 generation (huggingface#1444)

* Update text-gen README.md to add auto-gptq fork install steps (huggingface#1442)

* Added gemma specific fp8 quantization file (huggingface#1445)

* Remove cache folder from image data folder (huggingface#1446)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Bump dev version

* Enable DeepSpeed for image-to-text example (huggingface#1455)

* Fix bug when loading 4bit checkpoint quantized in INC (huggingface#1447)

* Fixes 'Tokenizer does not have padding token' introduced by  huggingface#1444 for Llama3.1 (huggingface#1457)

* Fix facebook/hf-seamless-m4t-medium crash (huggingface#1433)

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* Fix bias update in scoped all reduce (huggingface#1456)

* Added skip for unsuported tests for mistral/mixtral (huggingface#1462)

* Update sentence transformer to v3.2.1 (huggingface#1470)

* Optimized inference of Cohere model on HPU (huggingface#1329)

Signed-off-by: Ye, Xinyu <xinyu.ye@intel.com>

* Idefics2 (huggingface#1270)

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* Remove deprecated Mixed precision flags (huggingface#1471)

Change-Id: I1c2e2460dc2072ba7b311f239441b304694918c8

* Optimized inference of XGLM model on HPU (huggingface#1323)

Signed-off-by: Ye, Xinyu <xinyu.ye@intel.com>

* Add mllama support (huggingface#1419)

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* Enable flash attention for gemma (huggingface#1454)

* Readme: replace tabs with spaces (huggingface#1485)

* Move fast tests to Gaudi2 (huggingface#1498)

* Support loading 4 bit Qwen2 (huggingface#1476)

Signed-off-by: Mengni Wang <mengni.wang@intel.com>

* Add textual inversion XL for Gaudi (huggingface#868)

Signed-off-by: Daniel Socek <daniel.socek@intel.com>
Co-authored-by: Iman Gohari <s.m.iman.gohari@intel.com>

* Remove torch req from LM example (huggingface#1491)

* Remove keep_input_mutations (huggingface#1492)

* Fix trust_remote_code (huggingface#1493)

* Upgrade ViT README with torch.compile (huggingface#1494)

* Tests for text gen output text (huggingface#1411)

* Corrected Throughput measure for GaudiDDPMPipeline (huggingface#1460)

* Fix text generation test

* Add G3 in T5-L README (huggingface#1523)

* Fix tuple object error (huggingface#1354)

* Add warmup time and compile time log for the eval/prediction.  (huggingface#1489)

* Fix style

* Enable `paligemma` model for image-to-text example (huggingface#1407)

Signed-off-by: Liu, Kaixuan <kaixuan.liu@intel.com>
Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Add support for MLPERF optimized pipeline from example (huggingface#1465)

Co-authored-by: sushil dubey <sdubey@habana.ai>

* Enable Gemma2 Inference on Gaudi (huggingface#1504)

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Signed-off-by: Ye, Xinyu <xinyu.ye@intel.com>
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Signed-off-by: Daniel Socek <daniel.socek@intel.com>
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Co-authored-by: Yeonsil Yoon <yyoon@habana.ai>
Co-authored-by: Seunghyuk Park (shepark) <separk@habana.ai>
Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>
Co-authored-by: Sun Choi <schoi@habana.ai>
Co-authored-by: xinhe <xin3.he@intel.com>
Co-authored-by: Mohit Deopujari <mdeopujari@habana.ai>
Co-authored-by: Wang, Yi <yi.a.wang@intel.com>
Co-authored-by: Soila Kavulya <soila.p.kavulya@intel.com>
Co-authored-by: Iman Gohari <s.m.iman.gohari@intel.com>
Co-authored-by: ZhengHongming888 <hongming.zheng@intel.com>
Co-authored-by: XinyuYe-Intel <xinyu.ye@intel.com>
Co-authored-by: Vivek Goel <vgoel@habana.ai>
Co-authored-by: Akihiro Takahashi <akihiro.takahashi@intel.com>
Co-authored-by: Miroslav Goncharenko <miroslav.goncharenko@intel.com>
Co-authored-by: Wang, Mengni <mengni.wang@intel.com>
Co-authored-by: Daniel Socek <daniel.socek@intel.com>
Co-authored-by: Adam Stachowicz <105052242+astachowiczhabana@users.noreply.github.com>
Co-authored-by: Vidya Galli <vidya.s.galli@intel.com>
Co-authored-by: deepak-gowda-narayana <140652370+deepak-gowda-narayana@users.noreply.github.com>

* Add check_neural_compressor_min_version for 4 bit behavior (huggingface#1500)

Signed-off-by: Xin <xin3.he@intel.com>
Signed-off-by: xinhe3 <xinhe3@habana.ai>
Co-authored-by: xinhe3 <xinhe3@habana.ai>

* Fixed Gemma FP8 flash_attention lower throughput issue (huggingface#1510)

* Pass "lazy_mode" arg to GaudiLlamaModel GaudiTrainer (huggingface#1515)

Co-authored-by: Marcin Łapiński <mlapinskix@habana.ai>

* Removed workaround for NaN bug causing graph break. (huggingface#1516)

Co-authored-by: Marcin Łapiński <mlapinskix@habana.ai>

* Disable default sdpa in Albert (#22) (huggingface#1517)

Co-authored-by: Urszula Golowicz <urszula.golowicz@intel.com>

* Implement fused sdpa for wav2vec2 (#18) (huggingface#1520)

* Memory optimization for gpt_bitcode (#4) (huggingface#1513)

Co-authored-by: Urszula Golowicz <urszula.golowicz@intel.com>

* text_generation: improve parameters check (huggingface#1527)

* transformers: fixed some typos (huggingface#1528)

* Update DeepSpeed CI baselines

* Update FSDP CI baseline

* Optimum-Habana docs re-org (huggingface#1488)

Signed-off-by: Daniel Socek <daniel.socek@intel.com>
Co-authored-by: Greg Serochi <greg.serochi@intel.com>
Co-authored-by: Kiangpeng Lau <kiangpeng.lau@intel.com>
Co-authored-by: Seethong Vang <seethong.vang@intel.com>
Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>
Co-authored-by: Anastasia Uvarova <anastasia.uvarova@intel.com>
Co-authored-by: Mohit Deopujari <mohit.deopujari@intel.com>
Co-authored-by: Chen Levkovich <chen.levkovich@intel.com>
Co-authored-by: Libin Tang <libin.tang@intel.com>

* Makes the with_stack of the profiler changeable (huggingface#1497)

* FLUX with diffusers 0.31.0 (huggingface#1450)

Signed-off-by: Daniel Socek <daniel.socek@intel.com>
Co-authored-by: Baochen Yang <baochen.yang@intel.com>
Co-authored-by: Huijuan Zhou <huijuan.zhou@intel.com>
Co-authored-by: Sergey Plotnikov <sergey.plotnikov@intel.com>
Co-authored-by: Deepak Narayana <deepak.narayana@intel.com>
Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Fix some CI baselines

* Add split runners to CI (2 devices per runner for fast tests)

* Fix fast CI to work with split runners (huggingface#1534)

* Fix dtype issue with valid sequence length in torch.compile bs=1 (huggingface#1532)

* Support beam search with reuse_cache and bucket_internal (huggingface#1472)

* Add mixtral trl sft (huggingface#1349)

* Enable tiiuae/falcon-11B-vlm in image_to_text example (huggingface#1490)

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* Add Llama 3.1 ft to CI (huggingface#1529)

* Migrate OH CLIP (roberta-clip) training to torch.compile (huggingface#1507)

* test_text_generation: fix non-Gaudi2 case (huggingface#1530)

* text-generation: improve output printing (huggingface#1486)

* Text-generation, model set-up: torch.compile for attributes instead of models' types (huggingface#1452)

* FLUX Fine-Tuning for Gaudi (huggingface#1482)

Signed-off-by: Daniel Socek <daniel.socek@intel.com>

* Enable fusedsdpa kernel for vision part of mllama (huggingface#1531)

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* Minicpm enabling (huggingface#1342)

Signed-off-by: Daniel Huang <daniel1.huang@intel.com>

* Fix bridgetower example (#312) (huggingface#1481)

* Migrate OH Wave2Vec-AC training to torch.compile - README update (huggingface#1537)

Co-authored-by: Chaojun Zhang <chzhang@habana.ai>

* Flux Image-To-Image pipeline (huggingface#1524)

Signed-off-by: Daniel Socek <daniel.socek@intel.com>
Co-authored-by: Iman Gohari <s.m.iman.gohari@intel.com>

* Enable Falcon-mamba (huggingface#1480)

Signed-off-by: yuanwu <yuan.wu@intel.com>
Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Enable dynamic compile for mpi(training) (huggingface#1509)

* Migrate OH T5-large training to torch.compile (huggingface#1506)

* Add support for Baichuan2 (huggingface#1479)

Signed-off-by: Haihao Xiang <haihao.xiang@intel.com>
Co-authored-by: Jianqian Zhou <jianqian.zhou@intel.com>
Co-authored-by: Wei Lin <wei2.lin@intel.com>

* trainer: fixed spelling (huggingface#1538)

* Create CI Eager/Lazy for Language Modeling (huggingface#1448)

* Fixes for llava-next test failures in 1.19 (huggingface#1535)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Enable DeepSeek-V2 (huggingface#1475)

Signed-off-by: Matrix YAO <matrix.yao@intel.com>

* Refactor Qwen2 Family (huggingface#1541)

* Add support for optimized SDXL pipeline (huggingface#1519)

* Make style

* Add the checkout parameters of falcon-mamba pytest (huggingface#1540)

Signed-off-by: yuanwu <yuan.wu@intel.com>
Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Avoid negative values in eval metrics (huggingface#1533)

* Fixes in unify_measurements (huggingface#1496)

Co-authored-by: yan tomsinsky <ytomsinsky@habana.ai>
Co-authored-by: Eran Geva <egeva@habana.ai>

* Fix lm_eval script for starcoder and gemma (huggingface#1463)

* Add option to use bf16 in PT sdp (#5) (huggingface#1514)

Co-authored-by: Urszula Golowicz <urszula.golowicz@intel.com>

* Fix tests.test_peft_inference failure (huggingface#1543)

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* [wav2vec2] Remove tensor.item and dynamic slicing operations in the loop that cause graph break (huggingface#1508)

* Update lm_eval version (huggingface#1473)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Fix lm_eval script for starcoder and gemma (huggingface#1463)

* Add option to use bf16 in PT sdp (#5) (huggingface#1514)

Co-authored-by: Urszula Golowicz <urszula.golowicz@intel.com>

* Fix tests.test_peft_inference failure (huggingface#1543)

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* Update lm_eval version (huggingface#1473)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Fix bad import in Baichuan code (huggingface#1547)

* Restore performance in generate (huggingface#1546)

Signed-off-by: Urszula Golowicz <urszula.golowicz@intel.com>
Co-authored-by: Marcin Łapiński <mlapinskix@habana.ai>
Co-authored-by: Adam Stachowicz <105052242+astachowiczhabana@users.noreply.github.com>

* Enable pyTorch-IMage-Models (TIMM) with HPUs (huggingface#1459)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Add HF login for 8x Gaudi2 CI

* Adding support for Context Parallelism using Deepseed's DistributedAttention (huggingface#1501)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Fix bad import in Baichuan code (huggingface#1547)

* Restore performance in generate (huggingface#1546)

Signed-off-by: Urszula Golowicz <urszula.golowicz@intel.com>
Co-authored-by: Marcin Łapiński <mlapinskix@habana.ai>
Co-authored-by: Adam Stachowicz <105052242+astachowiczhabana@users.noreply.github.com>

* Enable pyTorch-IMage-Models (TIMM) with HPUs (huggingface#1459)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Add HF login for 8x Gaudi2 CI

* Adding support for Context Parallelism using Deepseed's DistributedAttention (huggingface#1501)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Fix Llama CI

* Fix Llama CI

* Add DynamicMoE support for Mixtral (huggingface#1511)

Co-authored-by: Adam Stachowicz <105052242+astachowiczhabana@users.noreply.github.com>

* Fix for llava models not generating text with test failures in 1.19 (huggingface#1548)

* Refactor KV cache, Rope  , reduce common code  (huggingface#1148)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Adjust Qwen2-7B test case (huggingface#1551)

* [run_lm_eval.py] Fixed too many print dump json info (huggingface#1553)

Signed-off-by: Focus Luo <focus.luo@intel.com>

* Fix for single_card llama7b and falcon40b CI errors (huggingface#1549)

* Implemented fusedSDPA for stable diffusion (#36) (huggingface#1545)

Co-authored-by: Yixiu Chen <yixiu.chen@intel.com>
Co-authored-by: Libin Tang <litang@habana.ai>

* Apply --sdp_on_bf16 to image-to-text examples (huggingface#1557)

* Fix accuracy regression in Gemma (huggingface#1556)

* Fix FusedSDPA wrapper from TransformerEngine (huggingface#1562)

* Add DynamicMoE support for Mixtral (huggingface#1511)

Co-authored-by: Adam Stachowicz <105052242+astachowiczhabana@users.noreply.github.com>

* Fix for llava models not generating text with test failures in 1.19 (huggingface#1548)

* Refactor KV cache, Rope  , reduce common code  (huggingface#1148)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Adjust Qwen2-7B test case (huggingface#1551)

* [run_lm_eval.py] Fixed too many print dump json info (huggingface#1553)

Signed-off-by: Focus Luo <focus.luo@intel.com>

* Fix for single_card llama7b and falcon40b CI errors (huggingface#1549)

* Implemented fusedSDPA for stable diffusion (#36) (huggingface#1545)

Co-authored-by: Yixiu Chen <yixiu.chen@intel.com>
Co-authored-by: Libin Tang <litang@habana.ai>

* Apply --sdp_on_bf16 to image-to-text examples (huggingface#1557)

* Fix accuracy regression in Gemma (huggingface#1556)

* Fix FusedSDPA wrapper from TransformerEngine (huggingface#1562)

* Run albert-xxlarge-v1 CI as torch.compile mode (huggingface#1563)

* Update README commands for the models to use --sdp_on_bf16 (huggingface#1566)

* Minicpm patch (huggingface#1567)

Signed-off-by: Daniel Huang <daniel1.huang@intel.com>

* Updated gemma_2b_it CI (huggingface#1561)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Fixed Adalora Test for OH 1.15 (huggingface#1564)

* Fixed LORACP Test for OH 1.15 (huggingface#1568)

* Run albert-xxlarge-v1 CI as torch.compile mode (huggingface#1563)

* Update README commands for the models to use --sdp_on_bf16 (huggingface#1566)

* Minicpm patch (huggingface#1567)

Signed-off-by: Daniel Huang <daniel1.huang@intel.com>

* Updated gemma_2b_it CI (huggingface#1561)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Fixed Adalora Test for OH 1.15 (huggingface#1564)

* Fixed LORACP Test for OH 1.15 (huggingface#1568)

* Add requirements.txt

* Update the baseline for 1.18 to reflect performance in 1.19 (huggingface#1571)

* Fix prefix llama ci failure (huggingface#1570)

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* fusedsdpa for stable diffusion xl (huggingface#1565)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Fix prefix llama ci failure (huggingface#1570)

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* Add sdp_on_bf16 to tests,text-gen (huggingface#1559)

* Fix mllama test (huggingface#1569)

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* Fix lazy_mode assignment (huggingface#1558)

Co-authored-by: Yaser Afshar <yaser.afshar@intel.com>

* Fix mllama test (huggingface#1569)

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* Fix lazy_mode assignment (huggingface#1558)

Co-authored-by: Yaser Afshar <yaser.afshar@intel.com>

* Fix diffusers import (huggingface#1574)

* Update README commands for more models to use --sdp_on_bf16 (huggingface#1575)

Co-authored-by: Libin Tang <litang@habana.ai>

* Generation utils update (minor) (huggingface#1468)

* style: removed tabs (huggingface#1577)

* Add chatglm (huggingface#1478)

Co-authored-by: Wei Lin <wei2.lin@intel.com>
Co-authored-by: Jianqian Zhou <jianqian.zhou@intel.com>
Co-authored-by: Leo Zhao <leo.zhao@intel.com>

* Enable num_return_sequences in beam search (huggingface#1536)

* gpt_bigcode: added internal bucketing fix (huggingface#1526)

* Update the Gaudi trainer with transformers 4.45.2 (huggingface#1398)

* Revert "add check_neural_compressor_min_version for 4 bit behavior" (huggingface#1578)

* Revert PR huggingface#1473 (huggingface#1582)

* Enable num_return_sequences in beam search (huggingface#1536)

* gpt_bigcode: added internal bucketing fix (huggingface#1526)

* Revert "add check_neural_compressor_min_version for 4 bit behavior" (huggingface#1578)

* Revert PR huggingface#1473 (huggingface#1582)

* Remove deprecated env variables

* Add sdp_on_bf16 argument to CI for run_image2text_lora_finetune and a… (huggingface#1585)

* Remove unnecessary neural compressor fix for 1.19 release (huggingface#1584)

* Make style

* Fixed spelling (huggingface#1576)

* Update docs for baichuan2 training (huggingface#1586)

* Fixed spelling (huggingface#1576)

* Update docs for baichuan2 training (huggingface#1586)

* Adjust bert and roberta targets (huggingface#1588)

* Update text-gen readme for autogptq (huggingface#1589)

* Update README to Include Information on Performance Degradation and Mitigation Options (huggingface#1555)

* Fix Accuracy Calculation Issue in GPT-NeoX (huggingface#1591)

* Readme update for llama-405B (huggingface#1587)

Co-authored-by: Mohit Sinha <msinha@habana.ai>
Co-authored-by: Seunghyuk Park (shepark) <separk@habana.ai>
Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Fix Accuracy Calculation Issue in GPT-NeoX (huggingface#1591)

* Add WA flag for falcon-180b to resolve text-gen critical reset error during tests (huggingface#1590)

* Add WA flag for falcon-180b to resolve text-gen critical reset error during tests (huggingface#1590)

* Add sdp_on_bf16 option to diffusers and image/audio classicifation tests (huggingface#1592)

* Update transformers tests generation util v4.45.2 (huggingface#1441)

Co-authored-by: Gustavo <gustavo.malkomes>
Co-authored-by: Yaser Afshar <yaser.afshar@intel.com>
Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Update README.md (huggingface#1595)

* Limit position embeddings in inference (huggingface#1598)

Co-authored-by: Adam Stachowicz <105052242+astachowiczhabana@users.noreply.github.com>

* Verify model output is provided when check_output is enabled (huggingface#1597)

* Limit position embeddings in inference (huggingface#1598)

Co-authored-by: Adam Stachowicz <105052242+astachowiczhabana@users.noreply.github.com>

* Verify model output is provided when check_output is enabled (huggingface#1597)

* Update README.md (huggingface#1595)

* Fix scikit-learn to 1.5.2 to fix f1 evaluation crash in 1.6.0 (huggingface#1596)

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>

* Revert common KVCache not to check token_idx (huggingface#1594)

* Update language-modeling README file (huggingface#1599)

Co-authored-by: Libin Tang <litang@habana.ai>
Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Update readme for audio-classification example (huggingface#1602)

* SDPA flag update - static code analysis (huggingface#1601)

* Revert common KVCache not to check token_idx (huggingface#1594)

* Remove unwanted merged changes in SD pipeline

* Revert LlamaKVCache due to memory increase (huggingface#1605)

* Check rope_scaling attr (huggingface#1609)

* skip certain tests for G1 with empty param list (huggingface#1613)

* Revert "Update transformers tests generation util v4.45.2 (huggingface#1441)" (huggingface#1614)

This reverts commit 2ba520a.

* audio classification readme update (huggingface#1604)

* fix readme cmds for clip-roberta (huggingface#1603)

* fix readme cmds for clip-roberta

* comments and cleanup

* Fix run_generation test commands for TRL out usage example (huggingface#1624)

Fix run_generation example

* Add arbitrary scales (#15) (huggingface#1625)

Co-authored-by: Linoy Buchnik <linoybu@gmail.com>

* Modify Qwen2 TRL command to avoid OOM.  (huggingface#1630)

Add --use_flash_attention to avoid OOM for Qwen2

* Replace the UNET custom attention processors (huggingface#1608)

Co-authored-by: Iman Gohari <s.m.iman.gohari@intel.com>

* Falcon Model Support (huggingface#1612)

Co-authored-by: leopck <sckphoong@habana.ai>
Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Update sdp_on_bf16 option for ST example (huggingface#1615)

* Update save lora weights for diffusers with text_encoder_2 layers (huggingface#1626)

* Fix `save_lora_weights` in `pipeline_utils.py` (huggingface#1643)

* Refactor mixtral moe block. (huggingface#1635)

* speech-recognition: downgrade datasets version (huggingface#1646)

* add sdp_on_bf16 to controlnet (huggingface#1631)

* add sdp_on_bf16 to controlnet

* Update pipeline_controlnet.py

pass sdp_on_bf16 to controlnet_pipeline

* Update text_to_image_generation.py

* Update text_to_image_generation.py

* Quick fix for quantization/custom op list loading (huggingface#1657)

Signed-off-by: Daniel Socek <daniel.socek@intel.com>

* Update multi-node test dockerfile (huggingface#1662)

* Fixes on OH 1.15 pre release (huggingface#1661)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Fix distributed issue for ST Trainer (huggingface#1649)

* Fix distributed issue for timm (huggingface#1653)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Added missing parameter for llama function call (huggingface#1663)

Co-authored-by: Libin Tang <litang@habana.ai>

* Add reuse_cache for llama3-405b measurement (huggingface#1664)

* Update EFA dockerfile to SynapseAI 1.19.0 (huggingface#1665)

Co-authored-by: Libin Tang <litang@habana.ai>

* Fix bug for GaudiMixtralAttentionLongSequence forward (huggingface#1650)

Signed-off-by: kaixuanliu <kaixuan.liu@intel.com>

* Update to SynapseAI v1.19

* Release: v1.15.0

* Fix style

* save_model - incorrect conflict resolution

* Fix style

---------

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>
Signed-off-by: Ye, Xinyu <xinyu.ye@intel.com>
Signed-off-by: Mengni Wang <mengni.wang@intel.com>
Signed-off-by: Daniel Socek <daniel.socek@intel.com>
Signed-off-by: Liu, Kaixuan <kaixuan.liu@intel.com>
Signed-off-by: Xin <xin3.he@intel.com>
Signed-off-by: xinhe3 <xinhe3@habana.ai>
Signed-off-by: Daniel Huang <daniel1.huang@intel.com>
Signed-off-by: yuanwu <yuan.wu@intel.com>
Signed-off-by: Haihao Xiang <haihao.xiang@intel.com>
Signed-off-by: Matrix YAO <matrix.yao@intel.com>
Signed-off-by: Urszula Golowicz <urszula.golowicz@intel.com>
Signed-off-by: Focus Luo <focus.luo@intel.com>
Signed-off-by: kaixuanliu <kaixuan.liu@intel.com>
Co-authored-by: Pramod Kumar <144990617+pramodkumar-habanalabs@users.noreply.github.com>
Co-authored-by: Wang, Yi <yi.a.wang@intel.com>
Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>
Co-authored-by: Roi Tiefenbrunn <roi.tief97@gmail.com>
Co-authored-by: Yan Tomsinsky <73292515+Yantom1@users.noreply.github.com>
Co-authored-by: Konrad Drozd <konrad.drozd@intel.com>
Co-authored-by: Uri Livne <ulivne@habana.ai>
Co-authored-by: Yeonsil Yoon <yyoon@habana.ai>
Co-authored-by: Danny Semiat <dsemiat@habana.ai>
Co-authored-by: Yaser Afshar <yaser.afshar@intel.com>
Co-authored-by: Harish Subramony <81822986+hsubramony@users.noreply.github.com>
Co-authored-by: Piotr Bielak <pbielak@users.noreply.github.com>
Co-authored-by: Sayantan Sarkar <supersarkar@gmail.com>
Co-authored-by: Harish <hsubramony@habana.ai>
Co-authored-by: Libin Tang <litang@habana.ai>
Co-authored-by: ZhengHongming888 <hongming.zheng@intel.com>
Co-authored-by: Jimin Ha <jha@habana.ai>
Co-authored-by: Seunghyuk Park (shepark) <separk@habana.ai>
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Co-authored-by: Wang, Mengni <mengni.wang@intel.com>
Co-authored-by: Daniel Socek <daniel.socek@intel.com>
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Co-authored-by: deepak-gowda-narayana <140652370+deepak-gowda-narayana@users.noreply.github.com>
Co-authored-by: Supreet Singh <100715017+SupreetSinghPalne@users.noreply.github.com>
Co-authored-by: kaixuanliu <kaixuan.liu@intel.com>
Co-authored-by: ANSHUMAN TRIPATHY <a.tripathy87@gmail.com>
Co-authored-by: sushil dubey <sdubey@habana.ai>
Co-authored-by: Luca Calabria <luca.calabria@intel.com>
Co-authored-by: billishyahao <yahao.he@intel.com>
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Co-authored-by: Marcin Łapiński <mlapinskix@habana.ai>
Co-authored-by: Urszula Golowicz <urszula.golowicz@intel.com>
Co-authored-by: Greg Serochi <greg.serochi@intel.com>
Co-authored-by: Seethong Vang <seethong.vang@intel.com>
Co-authored-by: Anastasia Uvarova <anastasia.uvarova@intel.com>
Co-authored-by: Mohit Deopujari <mohit.deopujari@intel.com>
Co-authored-by: Chen Levkovich <chen.levkovich@intel.com>
Co-authored-by: Libin Tang <libin.tang@intel.com>
Co-authored-by: ranzhejiang <zhejiang.ran@intel.com>
Co-authored-by: Baochen Yang <baochen.yang@intel.com>
Co-authored-by: Huijuan Zhou <huijuan.zhou@intel.com>
Co-authored-by: Sergey Plotnikov <sergey.plotnikov@intel.com>
Co-authored-by: Deepak Narayana <deepak.narayana@intel.com>
Co-authored-by: Witold Szczurek <152967125+wszczurekhabana@users.noreply.github.com>
Co-authored-by: Wei Lin <forever871001@163.com>
Co-authored-by: lkk <33276950+lkk12014402@users.noreply.github.com>
Co-authored-by: Chaojun Zhang <chzhang@habana.ai>
Co-authored-by: Daniel Huang <daniel1.huang@intel.com>
Co-authored-by: Yuan Wu <yuan.wu@intel.com>
Co-authored-by: Xiang, Haihao <haihao.xiang@intel.com>
Co-authored-by: Jianqian Zhou <jianqian.zhou@intel.com>
Co-authored-by: Wei Lin <wei2.lin@intel.com>
Co-authored-by: Thanaji Rao Thakkalapelli <tthakkalapelli@habana.ai>
Co-authored-by: Yao Matrix <yaoweifeng0301@126.com>
Co-authored-by: yan tomsinsky <ytomsinsky@habana.ai>
Co-authored-by: Eran Geva <egeva@habana.ai>
Co-authored-by: Alexey Belyakov <alexey.belyakov@intel.com>
Co-authored-by: Bhargav <beede@habana.ai>
Co-authored-by: Krzysztof Wiśniewski <krzysztof2.wisniewski@intel.com>
Co-authored-by: Abhilash Majumder <30946547+abhilash1910@users.noreply.github.com>
Co-authored-by: FocusLuo <focus.luo@intel.com>
Co-authored-by: Yixiu Chen <yixiu.chen@intel.com>
Co-authored-by: Nariman Piroozan <87953329+npiroozan@users.noreply.github.com>
Co-authored-by: Edward Mascarenhas <edward.mascarenhas@intel.com>
Co-authored-by: Shiv Kaul <skaul@habana.ai>
Co-authored-by: bmengke <mengkejiergeli.ba@intel.com>
Co-authored-by: Leo Zhao <leo.zhao@intel.com>
Co-authored-by: Mohit Sinha <msinha@habana.ai>
Co-authored-by: Harshvardhan Chauhan <hchauhan@habana.ai>
Co-authored-by: Gustavo Malkomes <gustavo.malkomes@intel.com>
Co-authored-by: Linoy Buchnik <linoybu@gmail.com>
Co-authored-by: Alexey Fadeev <alexey.fadeev@intel.com>
Co-authored-by: leopck <sckphoong@habana.ai>
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