Path	Lines of Code
README.md	252
examples/README.md	81
examples/audio-classification/README.md	134
examples/audio-classification/requirements.txt	4
examples/audio-classification/run_audio_classification.py	357
examples/contrastive-image-text/README.md	188
examples/contrastive-image-text/clip_media_pipe.py	130
examples/contrastive-image-text/clip_mediapipe_dataloader.py	64
examples/contrastive-image-text/habana_dataloader_trainer.py	150
examples/contrastive-image-text/requirements.txt	1
examples/contrastive-image-text/run_bridgetower.py	454
examples/contrastive-image-text/run_clip.py	432
examples/gaudi_spawn.py	53
examples/image-classification/README.md	260
examples/image-classification/requirements.txt	6
examples/image-classification/run_image_classification.py	354
examples/image-classification/run_timm_example.py	69
examples/image-to-text/README.md	162
examples/image-to-text/quantization_config/act_maxabs_hw_weights_pcs_maxabs_pow2_quant.json	10
examples/image-to-text/quantization_config/maxabs_measure.json	9
examples/image-to-text/quantization_config/maxabs_measure_include_outputs.json	10
examples/image-to-text/quantization_config/maxabs_quant.json	10
examples/image-to-text/quantization_config/maxabs_quant_scale_format_const.json	8
examples/image-to-text/quantization_config/unit_scale_quant.json	10
examples/image-to-text/requirements.txt	6
examples/image-to-text/run_image2text_lora_finetune.py	551
examples/image-to-text/run_pipeline.py	422
examples/kubernetes/Chart.yaml	5
examples/kubernetes/README.md	137
examples/kubernetes/ci/multi-card-glue-values.yaml	73
examples/kubernetes/ci/multi-card-lora-clm-values.yaml	90
examples/kubernetes/ci/single-card-glue-values.yaml	67
examples/kubernetes/ci/single-card-lora-clm-values.yaml	86
examples/kubernetes/docker-compose.yaml	33
examples/kubernetes/requirements.txt	2
examples/kubernetes/templates/dataaccess.yaml	18
examples/kubernetes/templates/gaudi-job.yaml	68
examples/kubernetes/templates/pvc.yaml	14
examples/kubernetes/templates/secret.yaml	9
examples/kubernetes/values.yaml	44
examples/language-modeling/README.md	624
examples/language-modeling/ds_falcon_180b_z3.json	32
examples/language-modeling/fsdp_config.json	13
examples/language-modeling/granite_fsdp_config.json	13
examples/language-modeling/llama2_ds_zero3_config.json	22
examples/language-modeling/llama3_ds_zero1_config.json	20
examples/language-modeling/llama3_ds_zero3_4k.json	25
examples/language-modeling/ops_bf16.txt	32
examples/language-modeling/peft_poly_seq2seq_with_generate.py	369
examples/language-modeling/requirements.txt	6
examples/language-modeling/run_clm.py	579
examples/language-modeling/run_lora_clm.py	837
examples/language-modeling/run_mlm.py	551
examples/language-modeling/run_multitask_prompt_tuning.py	334
examples/language-modeling/run_prompt_tuning_clm.py	311
examples/multi-node-training/README.md	93
examples/object-detection/README.md	23
examples/object-detection/run_example.py	89
examples/object-segmentation/README.md	39
examples/object-segmentation/run_example.py	84
examples/object-segmentation/run_example_sam.py	77
examples/protein-folding/README.md	67
examples/protein-folding/requirements.txt	2
examples/protein-folding/run_esmfold.py	63
examples/protein-folding/run_sequence_classification.py	187
examples/protein-folding/run_zero_shot_eval.py	123
examples/pytorch-image-models/README.md	61
examples/pytorch-image-models/inference.py	341
examples/pytorch-image-models/requirements.txt	2
examples/pytorch-image-models/train_hpu_graph.py	1249
examples/pytorch-image-models/train_hpu_lazy.py	1250
examples/question-answering/README.md	53
examples/question-answering/fsdp_config.json	13
examples/question-answering/requirements.txt	3
examples/question-answering/run_qa.py	541
examples/question-answering/run_seq2seq_qa.py	585
examples/question-answering/trainer_qa.py	90
examples/question-answering/trainer_seq2seq_qa.py	108
examples/question-answering/utils_qa.py	250
examples/sentence-transformers-training/README.md	16
examples/sentence-transformers-training/nli/README.md	59
examples/sentence-transformers-training/nli/ds_config.json	16
examples/sentence-transformers-training/nli/requirements.txt	2
examples/sentence-transformers-training/nli/training_nli.py	118
examples/sentence-transformers-training/nli/training_nli_v2.py	83
examples/sentence-transformers-training/nli/training_nli_v3.py	84
examples/sentence-transformers-training/paraphrases/README.md	52
examples/sentence-transformers-training/paraphrases/requirements.txt	1
examples/sentence-transformers-training/paraphrases/training_paraphrases.py	104
examples/sentence-transformers-training/sts/README.md	76
examples/sentence-transformers-training/sts/ds_config.json	16
examples/sentence-transformers-training/sts/requirements.txt	2
examples/sentence-transformers-training/sts/training_stsbenchmark.py	110
examples/sentence-transformers-training/sts/training_stsbenchmark_continue_training.py	78
examples/speech-recognition/README.md	300
examples/speech-recognition/requirements.txt	5
examples/speech-recognition/run_speech_recognition_ctc.py	636
examples/speech-recognition/run_speech_recognition_seq2seq.py	494
examples/stable-diffusion/README.md	367
examples/stable-diffusion/depth_to_image_generation.py	238
examples/stable-diffusion/image_to_image_generation.py	326
examples/stable-diffusion/image_to_video_generation.py	331
examples/stable-diffusion/quantization/flux/measure_config.json	5
examples/stable-diffusion/quantization/flux/quantize_config.json	6
examples/stable-diffusion/quantization/stable-diffusion-3/measure_config.json	5
examples/stable-diffusion/quantization/stable-diffusion-3/quantize_config.json	6
examples/stable-diffusion/quantization/stable-diffusion-xl/measure_config.json	6
examples/stable-diffusion/quantization/stable-diffusion-xl/quantize_config.json	7
examples/stable-diffusion/requirements.txt	3
examples/stable-diffusion/text_to_image_generation.py	577
examples/stable-diffusion/text_to_video_generation.py	194
examples/stable-diffusion/training/README.md	457
examples/stable-diffusion/training/download_train_datasets.py	46
examples/stable-diffusion/training/media_pipe_imgdir.py	250
examples/stable-diffusion/training/requirements.txt	6
examples/stable-diffusion/training/textual_inversion.py	823
examples/stable-diffusion/training/textual_inversion_sdxl.py	876
examples/stable-diffusion/training/train_controlnet.py	950
examples/stable-diffusion/training/train_dreambooth.py	1129
examples/stable-diffusion/training/train_dreambooth_lora_flux.py	921
examples/stable-diffusion/training/train_dreambooth_lora_sd3.py	1625
examples/stable-diffusion/training/train_dreambooth_lora_sdxl.py	1402
examples/stable-diffusion/training/train_text_to_image_sd3.py	1587
examples/stable-diffusion/training/train_text_to_image_sdxl.py	1302
examples/stable-diffusion/unconditional_image_generation.py	107
examples/summarization/README.md	165
examples/summarization/ds_flan_t5_z3_config_bf16.json	43
examples/summarization/requirements.txt	8
examples/summarization/run_summarization.py	703
examples/table-detection/README.md	30
examples/table-detection/requirements.txt	1
examples/table-detection/run_example.py	62
examples/text-classification/README.md	184
examples/text-classification/requirements.txt	7
examples/text-classification/run_glue.py	506
examples/text-feature-extraction/README.md	26
examples/text-feature-extraction/run_feature_extraction.py	101
examples/text-generation/README.md	707
examples/text-generation/mbxp_evaluation/evaluation_setup/ubuntu.sh	24
examples/text-generation/mbxp_evaluation/setup.sh	7
examples/text-generation/quantization_config/act_maxabs_pow2_weights_pcs_opt_pow2_quant.json	7
examples/text-generation/quantization_config/maxabs_measure.json	6
examples/text-generation/quantization_config/maxabs_measure_include_outputs.json	7
examples/text-generation/quantization_config/maxabs_quant.json	7
examples/text-generation/quantization_config/maxabs_quant_arbitrary.json	7
examples/text-generation/quantization_config/maxabs_quant_gemma.json	10
examples/text-generation/quantization_config/maxabs_quant_mixtral.json	9
examples/text-generation/quantization_config/maxabs_quant_phi.json	12
examples/text-generation/quantization_config/maxabs_quant_scalar_scales.json	8
examples/text-generation/quantization_config/pow2_quant.json	7
examples/text-generation/quantization_config/unit_scale_quant.json	7
examples/text-generation/quantization_config/weight_opt_quant.json	7
examples/text-generation/quantization_tools/pt2e.py	54
examples/text-generation/quantization_tools/unify_measurements.py	134
examples/text-generation/requirements.txt	5
examples/text-generation/requirements_awq.txt	3
examples/text-generation/requirements_lm_eval.txt	5
examples/text-generation/run_generation.py	945
examples/text-generation/run_lm_eval.py	232
examples/text-generation/text-generation-pipeline/README.md	123
examples/text-generation/text-generation-pipeline/pipeline.py	62
examples/text-generation/text-generation-pipeline/run_pipeline.py	49
examples/text-generation/text-generation-pipeline/run_pipeline_langchain.py	52
examples/text-generation/utils.py	655
examples/text-to-speech/README.md	27
examples/text-to-speech/requirements.txt	3
examples/text-to-speech/run_pipeline.py	93
examples/translation/README.md	210
examples/translation/requirements.txt	7
examples/translation/run_translation.py	569
examples/trl/README.md	271
examples/trl/ddpo.py	176
examples/trl/dpo.py	202
examples/trl/merge_peft_adapter.py	30
examples/trl/ppo.py	244
examples/trl/requirements.txt	6
examples/trl/reward_modeling.py	233
examples/trl/sft.py	180
examples/video-classification/README.md	55
examples/video-classification/requirements.txt	1
examples/video-classification/run_example.py	145
examples/video-comprehension/README.md	28
examples/video-comprehension/requirements.txt	2
examples/video-comprehension/run_example.py	187
examples/visual-question-answering/README.md	38
examples/visual-question-answering/openclip_requirements.txt	2
examples/visual-question-answering/run_openclip_vqa.py	191
examples/visual-question-answering/run_pipeline.py	103
examples/zero-shot-object-detection/README.md	25
examples/zero-shot-object-detection/run_example.py	82
notebooks/configs/deepspeed_zero_2.json	16
pytest.ini	5
tests/Habana_Validated_Models.md	139
tests/baselines/fixture/tests/test_bnb_inference.json	5
tests/baselines/fixture/tests/test_bnb_qlora.json	10
tests/baselines/fixture/tests/test_diffusers.json	167
tests/baselines/fixture/tests/test_encoder_decoder.json	44
tests/baselines/fixture/tests/test_examples.json	706
tests/baselines/fixture/tests/test_feature_extraction.json	13
tests/baselines/fixture/tests/test_fp8_examples.json	18
tests/baselines/fixture/tests/test_fsdp_examples.json	32
tests/baselines/fixture/tests/test_functional_text_generation_example.json	23
tests/baselines/fixture/tests/test_image_classification.json	10
tests/baselines/fixture/tests/test_image_segmentation.json	10
tests/baselines/fixture/tests/test_image_to_text_example.json	158
tests/baselines/fixture/tests/test_object_detection.json	24
tests/baselines/fixture/tests/test_object_segmentation.json	10
tests/baselines/fixture/tests/test_openclip_vqa.json	24
tests/baselines/fixture/tests/test_pipeline.json	17
tests/baselines/fixture/tests/test_sentence_transformers.json	145
tests/baselines/fixture/tests/test_table_transformer.json	13
tests/baselines/fixture/tests/test_text_generation_example.json	676
tests/baselines/fixture/tests/test_video_llava.json	13
tests/baselines/fixture/tests/test_video_mae.json	13
tests/baselines/fixture/tests/test_zero_shot_object_detection.json	13
tests/configs/bf16_ops.txt	14
tests/configs/deepspeed_zero_1.json	13
tests/configs/deepspeed_zero_2.json	16
tests/configs/deepspeed_zero_3_gaudi1.json	42
tests/configs/examples/CodeLlama_13b_Instruct_hf.json	48
tests/configs/examples/LlamaGuard_7b.json	48
tests/configs/examples/Llama_3_1_8B.json	72
tests/configs/examples/Llama_3_2_11B_Vision_Instruct.json	78
tests/configs/examples/Qwen2_72B.json	96
tests/configs/examples/Qwen2_7B.json	154
tests/configs/examples/albert_large_v2.json	104
tests/configs/examples/albert_xxlarge_v1.json	104
tests/configs/examples/ast_finetuned_speech_commands_v2.json	66
tests/configs/examples/bert_base_uncased.json	66
tests/configs/examples/bert_large_uncased_whole_word_masking.json	200
tests/configs/examples/bloom_7b1.json	25
tests/configs/examples/bridgetower_large_itm_mlm_itc.json	58
tests/configs/examples/chatglm3_6b.json	64
tests/configs/examples/clip_roberta.json	96
tests/configs/examples/distilbert_base_uncased.json	104
tests/configs/examples/falcon_40b.json	152
tests/configs/examples/flan_t5_xxl.json	62
tests/configs/examples/gemma_2b_it.json	98
tests/configs/examples/gemma_2b_it_eager.json	42
tests/configs/examples/gpt2.json	106
tests/configs/examples/gpt2_xl.json	73
tests/configs/examples/gpt_neox_20b.json	48
tests/configs/examples/idefics2_8b.json	78
tests/configs/examples/llama_7b.json	1303
tests/configs/examples/llava_1_5_7b_hf.json	78
tests/configs/examples/protst_esm1b_for_sequential_classification.json	54
tests/configs/examples/roberta_base.json	164
tests/configs/examples/roberta_large.json	164
tests/configs/examples/swin_base_patch4_window7_224_in22k.json	140
tests/configs/examples/t5_small.json	260
tests/configs/examples/vit_base_patch16_224_in21k.json	137
tests/configs/examples/wav2vec2_base.json	95
tests/configs/examples/wav2vec2_large_lv60.json	99
tests/configs/examples/whisper_small.json	108
tests/configs/fp32_ops.txt	3
tests/configs/gaudi_config_trainer_test.json	4
tests/example_diff/run_audio_classification.txt	145
tests/example_diff/run_clip.txt	94
tests/example_diff/run_clm.txt	212
tests/example_diff/run_generation.txt	1200
tests/example_diff/run_glue.txt	87
tests/example_diff/run_image_classification.txt	61
tests/example_diff/run_mlm.txt	124
tests/example_diff/run_qa.txt	82
tests/example_diff/run_seq2seq_qa.txt	74
tests/example_diff/run_speech_recognition_ctc.txt	180
tests/example_diff/run_speech_recognition_seq2seq.txt	99
tests/example_diff/run_summarization.txt	247
tests/example_diff/run_translation.txt	101
tests/resource/sample_text.txt	31
tests/transformers/tests/utils/tiny_model_summary.json	6924