path	# lines of code
recipes_collection/cluster/slurm.yaml	11
recipes_collection/cluster/sm_jobs.yaml	18
recipes_collection/cluster/k8s.yaml	12
recipes_collection/recipes/training/mixtral/hf_mixtral_8x22b_seq8k_gpu_p5x128_pretrain.yaml	104
recipes_collection/recipes/training/mixtral/hf_mixtral_8x22b_seq16k_gpu_p5x32_pretrain.yaml	104
recipes_collection/recipes/training/mixtral/hf_mixtral_8x22b_seq16k_gpu_p5x64_pretrain.yaml	105
recipes_collection/recipes/training/mixtral/hf_mixtral_8x7b_seq16k_gpu_p5x16_pretrain.yaml	104
recipes_collection/recipes/training/mixtral/hf_mixtral_8x7b_seq16k_gpu_p5x32_pretrain.yaml	104
recipes_collection/recipes/training/mixtral/hf_mixtral_8x7b_seq8k_gpu_p5x32_pretrain.yaml	104
recipes_collection/recipes/training/mixtral/hf_mixtral_8x22b_seq8k_gpu_p5x32_pretrain.yaml	104
recipes_collection/recipes/training/mixtral/hf_mixtral_8x22b_seq8k_gpu_p5x64_pretrain.yaml	104
recipes_collection/recipes/training/mixtral/hf_mixtral_8x22b_seq16k_gpu_p5x128_pretrain.yaml	105
recipes_collection/recipes/training/mixtral/hf_mixtral_8x7b_seq8k_gpu_p5x16_pretrain.yaml	104
recipes_collection/recipes/training/mistral/hf_mistral_7b_seq8k_gpu_p5x32_pretrain.yaml	100
recipes_collection/recipes/training/mistral/hf_mistral_7b_seq16k_gpu_p5x16_pretrain.yaml	100
recipes_collection/recipes/training/mistral/hf_mistral_7b_seq8k_gpu_p5x16_pretrain.yaml	100
recipes_collection/recipes/training/mistral/hf_mistral_7b_seq16k_gpu_p5x32_pretrain.yaml	100
recipes_collection/recipes/training/llama/hf_llama3_8b_seq8k_gpu_p5x16_pretrain.yaml	107
recipes_collection/recipes/training/llama/hf_llama3_8b_seq16k_gpu_p5x16_pretrain.yaml	107
recipes_collection/recipes/training/llama/hf_llama3_70b_seq16k_gpu_p5x64_pretrain.yaml	107
recipes_collection/recipes/training/llama/hf_llama3_2_3b_seq8k_gpu_p5x1_pretrain.yaml	108
recipes_collection/recipes/training/llama/hf_llama3_8b_seq8k_trn1x4_pretrain.yaml	101
recipes_collection/recipes/training/llama/hf_llama3_70b_seq16k_gpu_p5x128_pretrain.yaml	107
recipes_collection/recipes/training/llama/hf_llama3_70b_seq8k_trn1x16_pretrain.yaml	104
recipes_collection/recipes/training/llama/hf_llama3_2_11b_seq8k_gpu_p5x4_pretrain.yaml	86
recipes_collection/recipes/training/llama/hf_llama3_8b_seq8k_gpu_p5x32_pretrain.yaml	107
recipes_collection/recipes/training/llama/hf_llama3_70b_seq8k_gpu_p5x32_pretrain.yaml	107
recipes_collection/recipes/training/llama/hf_llama3_70b_seq8k_gpu_p5x64_pretrain.yaml	107
recipes_collection/recipes/training/llama/hf_llama3_8b_seq16k_gpu_p5x32_pretrain.yaml	107
recipes_collection/recipes/training/llama/hf_llama3_2_90b_seq8k_gpu_p5x32_pretrain.yaml	86
recipes_collection/recipes/training/llama/megatron_llama3_1_8b_nemo.yaml	162
recipes_collection/recipes/training/llama/hf_llama3_70b_seq8k_gpu_p5x128_pretrain.yaml	107
recipes_collection/recipes/training/llama/p4_hf_llama3_70b_seq8k_gpu.yaml	106
recipes_collection/recipes/training/llama/hf_llama3_70b_seq16k_gpu_p5x32_pretrain.yaml	107
recipes_collection/recipes/training/llama/hf_llama3_2_1b_seq8k_gpu_p5x1_pretrain.yaml	108
recipes_collection/recipes/training/custom_model/falcon.yaml	83
recipes_collection/recipes/fine-tuning/deepseek/hf_deepseek_r1_distilled_qwen_1_dot_5b_seq16k_gpu_fine_tuning.yaml	106
recipes_collection/recipes/fine-tuning/deepseek/hf_deepseek_r1_distilled_llama_8b_seq16k_gpu_fine_tuning.yaml	108
recipes_collection/recipes/fine-tuning/deepseek/hf_deepseek_r1_distilled_llama_8b_seq8k_gpu_fine_tuning.yaml	108
recipes_collection/recipes/fine-tuning/deepseek/hf_deepseek_r1_distilled_qwen_14b_seq16k_gpu_lora.yaml	104
recipes_collection/recipes/fine-tuning/deepseek/hf_deepseek_r1_distilled_qwen_1_dot_5b_seq16k_gpu_lora.yaml	106
recipes_collection/recipes/fine-tuning/deepseek/hf_deepseek_r1_distilled_qwen_14b_seq16k_gpu_fine_tuning.yaml	106
recipes_collection/recipes/fine-tuning/deepseek/hf_deepseek_r1_distilled_qwen_32b_seq16k_gpu_fine_tuning.yaml	107
recipes_collection/recipes/fine-tuning/deepseek/hf_deepseek_r1_distilled_qwen_7b_seq8k_gpu_lora.yaml	104
recipes_collection/recipes/fine-tuning/deepseek/hf_deepseek_r1_671b_seq8k_gpu_lora.yaml	102
recipes_collection/recipes/fine-tuning/deepseek/hf_deepseek_r1_distilled_llama_8b_seq8k_gpu_lora.yaml	106
recipes_collection/recipes/fine-tuning/deepseek/hf_deepseek_r1_distilled_qwen_32b_seq16k_gpu_lora.yaml	107
recipes_collection/recipes/fine-tuning/deepseek/hf_deepseek_r1_distilled_qwen_32b_seq8k_gpu_fine_tuning.yaml	107
recipes_collection/recipes/fine-tuning/deepseek/hf_deepseek_r1_distilled_qwen_7b_seq16k_gpu_fine_tuning.yaml	106
recipes_collection/recipes/fine-tuning/deepseek/hf_deepseek_r1_distilled_qwen_14b_seq8k_gpu_fine_tuning.yaml	106
recipes_collection/recipes/fine-tuning/deepseek/hf_deepseek_r1_distilled_qwen_1_dot_5b_seq8k_gpu_fine_tuning.yaml	106
recipes_collection/recipes/fine-tuning/deepseek/hf_deepseek_r1_distilled_llama_70b_seq8k_gpu_fine_tuning.yaml	108
recipes_collection/recipes/fine-tuning/deepseek/hf_deepseek_r1_distilled_qwen_1_dot_5b_seq8k_gpu_lora.yaml	106
recipes_collection/recipes/fine-tuning/deepseek/hf_deepseek_r1_distilled_qwen_7b_seq16k_gpu_lora.yaml	104
recipes_collection/recipes/fine-tuning/deepseek/hf_deepseek_r1_671b_seq8k_gpu_qlora.yaml	102
recipes_collection/recipes/fine-tuning/deepseek/hf_deepseek_r1_distilled_llama_70b_seq16k_gpu_fine_tuning.yaml	108
recipes_collection/recipes/fine-tuning/deepseek/hf_deepseek_r1_distilled_qwen_7b_seq8k_gpu_fine_tuning.yaml	106
recipes_collection/recipes/fine-tuning/deepseek/hf_deepseek_r1_distilled_qwen_14b_seq8k_gpu_lora.yaml	106
recipes_collection/recipes/fine-tuning/deepseek/hf_deepseek_r1_distilled_llama_70b_seq16k_gpu_lora.yaml	106
recipes_collection/recipes/fine-tuning/deepseek/hf_deepseek_r1_distilled_qwen_32b_seq8k_gpu_lora.yaml	107
recipes_collection/recipes/fine-tuning/deepseek/hf_deepseek_r1_distilled_llama_70b_seq8k_gpu_lora.yaml	106
recipes_collection/recipes/fine-tuning/deepseek/hf_deepseek_r1_distilled_llama_8b_seq16k_gpu_lora.yaml	106
recipes_collection/recipes/fine-tuning/llama/hf_llama3_70b_seq8k_gpu_fine_tuning.yaml	108
recipes_collection/recipes/fine-tuning/llama/hf_llama3_70b_seq16k_gpu_lora.yaml	106
recipes_collection/recipes/fine-tuning/llama/hf_llama3_8b_seq8k_gpu_dpo.yaml	110
recipes_collection/recipes/fine-tuning/llama/hf_llama3_70b_seq8k_gpu_lora.yaml	106
recipes_collection/recipes/fine-tuning/llama/hf_llama4_17b_16e_seq4k_gpu_lora_text_to_text.yaml	107
recipes_collection/recipes/fine-tuning/llama/hf_llama3_3_70b_seq16k_gpu_lora.yaml	106
recipes_collection/recipes/fine-tuning/llama/hf_llama3_405b_seq128k_gpu_qlora.yaml	106
recipes_collection/recipes/fine-tuning/llama/hf_llama3_3_70b_seq8k_gpu_fine_tuning.yaml	108
recipes_collection/recipes/fine-tuning/llama/hf_llama3_405b_seq32k_gpu_qlora.yaml	106
recipes_collection/recipes/fine-tuning/llama/hf_llama3_405b_seq16k_gpu_qlora.yaml	106
recipes_collection/recipes/fine-tuning/llama/hf_llama3_8b_seq8k_gpu_fine_tuning.yaml	108
recipes_collection/recipes/fine-tuning/llama/hf_llama4_17b_16e_seq8k_gpu_lora_multimodal_finetuning.yaml	107
recipes_collection/recipes/fine-tuning/llama/hf_llama3_3_70b_seq16k_gpu_fine_tuning.yaml	108
recipes_collection/recipes/fine-tuning/llama/hf_llama3_405b_seq8k_gpu_lora.yaml	106
recipes_collection/recipes/fine-tuning/llama/hf_llama3_70b_seq16k_gpu_fine_tuning.yaml	108
recipes_collection/recipes/fine-tuning/llama/hf_llama3_405b_seq8k_gpu_qlora.yaml	106
recipes_collection/recipes/fine-tuning/llama/hf_llama4_17b_16e_seq4k_gpu_lora_multimodal_finetuning.yaml	107
recipes_collection/recipes/fine-tuning/llama/hf_llama3_8b_seq8k_gpu_lora.yaml	106
recipes_collection/recipes/fine-tuning/llama/hf_llama3_8b_seq16k_gpu_fine_tuning.yaml	108
recipes_collection/recipes/fine-tuning/llama/hf_llama3_405b_seq16k_gpu_lora.yaml	106
recipes_collection/recipes/fine-tuning/llama/p4_hf_llama3_8b_seq8k_gpu_fine_tuning.yaml	106
recipes_collection/recipes/fine-tuning/llama/p4_hf_llama3_70b_seq8k_gpu_fine_tuning.yaml	106
recipes_collection/recipes/fine-tuning/llama/hf_llama3_3_70b_seq8k_gpu_lora.yaml	106
recipes_collection/recipes/fine-tuning/llama/hf_llama3_8b_seq16k_gpu_lora.yaml	106
recipes_collection/recipes/fine-tuning/llama/hf_llama3_8b_seq8k_trn1_fine_tuning.yaml	109
recipes_collection/recipes/fine-tuning/llama/p4_hf_llama3_70b_seq8k_gpu_lora.yaml	106
recipes_collection/recipes/fine-tuning/llama/p4_hf_llama3_8b_seq8k_gpu_lora.yaml	106
recipes_collection/recipes/fine-tuning/llama/hf_llama4_17b_16e_seq8k_gpu_lora_text_to_text.yaml	107
recipes_collection/config.yaml	24
template/sm_jobs.py	109
pyproject.toml	15
validations_wrapper.py	15
launcher/nemo/recipe_stages.py	91
launcher/nemo/__init__.py	1
launcher/nemo/slurm_launcher.py	93
launcher/nemo/k8s_templates/training/train-script-trn.yaml	88
launcher/nemo/k8s_templates/training/training-config.yaml	8
launcher/nemo/k8s_templates/training/training.yaml	178
launcher/nemo/k8s_templates/training/values.yaml	36
launcher/nemo/k8s_templates/training/train-script-gpu.yaml	49
launcher/nemo/k8s_templates/training/Chart.yaml	5
launcher/nemo/constants.py	14
launcher/nemo/launchers.py	33
launcher/nemo/stages.py	618
launcher/telemetry.py	78
launcher/__init__.py	1
launcher/config_validator/value_validator.py	138
launcher/config_validator/type_validator.py	99
launcher/efa.py	156
launcher/accelerator_devices.py	82
main.py	195
launcher_scripts/custom_script/config_slurm.yaml	34
launcher_scripts/custom_script/custom_allreduce.py	10
launcher_scripts/custom_script/config_k8s.yaml	41