aws / sagemaker-hyperpod-recipes - File Change Frequency

File change frequency (churn) shows the distribution of file updates (days with at least one commit).

Overview

File Change Frequency Overall

There are 116 files with 11,453 lines of code.

0 files changed more than 100 times (0 lines of code)
0 files changed 51-100 times (0 lines of code)
0 files changed 21-50 times (0 lines of code)
1 file changed 6-20 times (618 lines of code)
115 files changed 1-5 times (10,835 lines of code)

Legend:

101+

51-100

21-50

6-20

1-5

explore: grouped by folders | grouped by update frequency | data

Contributors Count Frequency Overall

There are 116 files with 11,453 lines of code.

0 files changed by more than 25 contributors (0 lines of code)
0 files changed by 11-25 contributors (0 lines of code)
1 file changed by 6-10 contributors (618 lines of code)
100 files changed by 2-5 contributors (10,313 lines of code)
15 files changed by 1 contributor (522 lines of code)

Legend:

26+

11-25

6-10

2-5

explore: grouped by folders | grouped by contributors count | data

File Change Frequency per File Extension

yaml, sh, py, md, txt, gitignore, json, gitmodules, toml

File Change Frequency per Extension

The number of recorded file updates

101+

51-100

21-50

6-20

1-5

File Change Frequency per Logical Decomposition

primary

primary (file change frequency)

The number of recorded file updates

101+

51-100

21-50

6-20

1-5

Most Frequently Changed Files (Top 50)

See data for all files...

File	# lines	# units	created	last modified	# changes (days)	# contributors	first contributor	latest contributor
stages.py in launcher/nemo	618	49	2024-12-03	2025-04-17	14	9	arjkrish@amazon.com	rnadimp@amazon.com
hf_llama3_2_1b_seq8k_gpu_p5x1_pretrain.yaml in recipes_collection/recipes/training/llama	108	-	2024-12-03	2025-02-25	5	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_llama3_2_3b_seq8k_gpu_p5x1_pretrain.yaml in recipes_collection/recipes/training/llama	108	-	2024-12-03	2025-02-25	5	3	arjkrish@amazon.com	rnadimp@amazon.com
values.yaml in launcher/nemo/k8s_templates/training	36	-	2024-12-03	2025-03-07	4	4	arjkrish@amazon.com	htzhong@amazon.com
hf_llama3_2_90b_seq8k_gpu_p5x32_pretrain.yaml in recipes_collection/recipes/training/llama	86	-	2024-12-03	2025-02-25	4	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_llama3_2_11b_seq8k_gpu_p5x4_pretrain.yaml in recipes_collection/recipes/training/llama	86	-	2024-12-03	2025-02-25	4	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_deepseek_r1_distilled_qwen_1_dot_5b_seq8k_gpu_lora.yaml in recipes_collection/recipes/fine-tuning/deepseek	106	-	2025-02-01	2025-02-25	4	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_qwen_1_dot_5b_seq8k_gpu_fine_tuning.yaml in recipes_collection/recipes/fine-tuning/deepseek	106	-	2025-02-01	2025-02-25	4	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_qwen_1_dot_5b_seq16k_gpu_lora.yaml in recipes_collection/recipes/fine-tuning/deepseek	106	-	2025-02-01	2025-02-25	4	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_qwen_1_dot_5b_seq16k_gpu_fine_tuning.yaml in recipes_collection/recipes/fine-tuning/deepseek	106	-	2025-02-01	2025-02-25	4	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
training.yaml in launcher/nemo/k8s_templates/training	178	-	2024-12-03	2025-03-21	4	5	arjkrish@amazon.com	rnadimp@amazon.com
main.py in root	195	4	2024-12-03	2025-03-06	4	3	arjkrish@amazon.com	rnadimp@amazon.com
config.yaml in recipes_collection	24	-	2024-12-03	2025-02-17	3	3	arjkrish@amazon.com	julian1@cimarron.me
train-script-gpu.yaml in launcher/nemo/k8s_templates/training	49	-	2024-12-03	2025-02-17	3	3	arjkrish@amazon.com	julian1@cimarron.me
accelerator_devices.py in launcher	82	2	2024-12-03	2024-12-24	3	3	arjkrish@amazon.com	jesseche@amazon.com
train-script-trn.yaml in launcher/nemo/k8s_templates/training	88	-	2024-12-03	2025-02-17	3	3	arjkrish@amazon.com	julian1@cimarron.me
hf_mistral_7b_seq16k_gpu_p5x32_pretrain.yaml in recipes_collection/recipes/training/mistral	100	-	2024-12-03	2025-02-25	3	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_mistral_7b_seq8k_gpu_p5x16_pretrain.yaml in recipes_collection/recipes/training/mistral	100	-	2024-12-03	2025-02-25	3	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_mistral_7b_seq16k_gpu_p5x16_pretrain.yaml in recipes_collection/recipes/training/mistral	100	-	2024-12-03	2025-02-25	3	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_mistral_7b_seq8k_gpu_p5x32_pretrain.yaml in recipes_collection/recipes/training/mistral	100	-	2024-12-03	2025-02-25	3	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_deepseek_r1_671b_seq8k_gpu_qlora.yaml in recipes_collection/recipes/fine-tuning/deepseek	102	-	2025-02-18	2025-02-25	3	2	rnadimp@amazon.com	rnadimp@amazon.com
hf_deepseek_r1_671b_seq8k_gpu_lora.yaml in recipes_collection/recipes/fine-tuning/deepseek	102	-	2025-02-18	2025-02-25	3	2	rnadimp@amazon.com	rnadimp@amazon.com
hf_mixtral_8x7b_seq8k_gpu_p5x16_pretrain.yaml in recipes_collection/recipes/training/mixtral	104	-	2024-12-03	2025-02-25	3	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_mixtral_8x22b_seq8k_gpu_p5x64_pretrain.yaml in recipes_collection/recipes/training/mixtral	104	-	2024-12-03	2025-02-25	3	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_mixtral_8x22b_seq8k_gpu_p5x32_pretrain.yaml in recipes_collection/recipes/training/mixtral	104	-	2024-12-03	2025-02-25	3	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_mixtral_8x7b_seq8k_gpu_p5x32_pretrain.yaml in recipes_collection/recipes/training/mixtral	104	-	2024-12-03	2025-02-25	3	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_mixtral_8x7b_seq16k_gpu_p5x32_pretrain.yaml in recipes_collection/recipes/training/mixtral	104	-	2024-12-03	2025-02-25	3	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_mixtral_8x7b_seq16k_gpu_p5x16_pretrain.yaml in recipes_collection/recipes/training/mixtral	104	-	2024-12-03	2025-02-25	3	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_mixtral_8x22b_seq16k_gpu_p5x32_pretrain.yaml in recipes_collection/recipes/training/mixtral	104	-	2024-12-03	2025-02-25	3	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_mixtral_8x22b_seq8k_gpu_p5x128_pretrain.yaml in recipes_collection/recipes/training/mixtral	104	-	2024-12-31	2025-02-25	3	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_mixtral_8x22b_seq16k_gpu_p5x128_pretrain.yaml in recipes_collection/recipes/training/mixtral	105	-	2024-12-31	2025-02-25	3	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_mixtral_8x22b_seq16k_gpu_p5x64_pretrain.yaml in recipes_collection/recipes/training/mixtral	105	-	2024-12-03	2025-02-25	3	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_deepseek_r1_distilled_llama_8b_seq16k_gpu_lora.yaml in recipes_collection/recipes/fine-tuning/deepseek	106	-	2025-01-30	2025-02-25	3	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_llama_70b_seq8k_gpu_lora.yaml in recipes_collection/recipes/fine-tuning/deepseek	106	-	2025-01-30	2025-02-25	3	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_llama_70b_seq16k_gpu_lora.yaml in recipes_collection/recipes/fine-tuning/deepseek	106	-	2025-01-30	2025-02-25	3	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_llama_8b_seq8k_gpu_lora.yaml in recipes_collection/recipes/fine-tuning/deepseek	106	-	2025-01-30	2025-02-25	3	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_llama_70b_seq16k_gpu_fine_tuning.yaml in recipes_collection/recipes/fine-tuning/deepseek	108	-	2025-01-30	2025-02-25	3	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_llama_70b_seq8k_gpu_fine_tuning.yaml in recipes_collection/recipes/fine-tuning/deepseek	108	-	2025-01-30	2025-02-25	3	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_llama_8b_seq8k_gpu_fine_tuning.yaml in recipes_collection/recipes/fine-tuning/deepseek	108	-	2025-01-30	2025-02-25	3	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_llama_8b_seq16k_gpu_fine_tuning.yaml in recipes_collection/recipes/fine-tuning/deepseek	108	-	2025-01-30	2025-02-25	3	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
efa.py in launcher	156	-	2024-12-03	2024-12-24	3	3	arjkrish@amazon.com	jesseche@amazon.com
megatron_llama3_1_8b_nemo.yaml in recipes_collection/recipes/training/llama	162	-	2024-12-03	2025-02-19	3	3	arjkrish@amazon.com	35045363+rohithn1@users.nor...
k8s.yaml in recipes_collection/cluster	12	-	2024-12-03	2025-03-07	2	2	arjkrish@amazon.com	htzhong@amazon.com
constants.py in launcher/nemo	14	-	2024-12-03	2025-01-30	2	3	arjkrish@amazon.com	rnadimp@amazon.com
config_k8s.yaml in launcher_scripts/custom_script	41	-	2024-12-03	2025-03-07	2	2	arjkrish@amazon.com	htzhong@amazon.com
falcon.yaml in recipes_collection/recipes/training/custom_model	83	-	2024-12-03	2025-02-25	2	3	arjkrish@amazon.com	rnadimp@amazon.com
type_validator.py in launcher/config_validator	99	10	2024-12-03	2025-03-07	2	2	arjkrish@amazon.com	htzhong@amazon.com
hf_llama3_8b_seq8k_trn1x4_pretrain.yaml in recipes_collection/recipes/training/llama	101	-	2024-12-03	2025-02-25	2	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_deepseek_r1_distilled_qwen_7b_seq16k_gpu_lora.yaml in recipes_collection/recipes/fine-tuning/deepseek	104	-	2025-02-01	2025-02-25	2	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_qwen_7b_seq8k_gpu_lora.yaml in recipes_collection/recipes/fine-tuning/deepseek	104	-	2025-02-01	2025-02-25	2	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com

Files With Most Contributors (Top 50)

Based on the number of unique email addresses found in commits.

See data for all files...

File	# lines	# units	created	last modified	# changes (days)	# contributors	first contributor	latest contributor
stages.py in launcher/nemo	618	49	2024-12-03	2025-04-17	14	9	arjkrish@amazon.com	rnadimp@amazon.com
training.yaml in launcher/nemo/k8s_templates/training	178	-	2024-12-03	2025-03-21	4	5	arjkrish@amazon.com	rnadimp@amazon.com
values.yaml in launcher/nemo/k8s_templates/training	36	-	2024-12-03	2025-03-07	4	4	arjkrish@amazon.com	htzhong@amazon.com
hf_llama3_2_3b_seq8k_gpu_p5x1_pretrain.yaml in recipes_collection/recipes/training/llama	108	-	2024-12-03	2025-02-25	5	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_llama3_2_1b_seq8k_gpu_p5x1_pretrain.yaml in recipes_collection/recipes/training/llama	108	-	2024-12-03	2025-02-25	5	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_llama3_2_11b_seq8k_gpu_p5x4_pretrain.yaml in recipes_collection/recipes/training/llama	86	-	2024-12-03	2025-02-25	4	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_llama3_2_90b_seq8k_gpu_p5x32_pretrain.yaml in recipes_collection/recipes/training/llama	86	-	2024-12-03	2025-02-25	4	3	arjkrish@amazon.com	rnadimp@amazon.com
main.py in root	195	4	2024-12-03	2025-03-06	4	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_mixtral_8x22b_seq16k_gpu_p5x32_pretrain.yaml in recipes_collection/recipes/training/mixtral	104	-	2024-12-03	2025-02-25	3	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_mixtral_8x22b_seq16k_gpu_p5x64_pretrain.yaml in recipes_collection/recipes/training/mixtral	105	-	2024-12-03	2025-02-25	3	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_mixtral_8x7b_seq16k_gpu_p5x16_pretrain.yaml in recipes_collection/recipes/training/mixtral	104	-	2024-12-03	2025-02-25	3	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_mixtral_8x7b_seq16k_gpu_p5x32_pretrain.yaml in recipes_collection/recipes/training/mixtral	104	-	2024-12-03	2025-02-25	3	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_mixtral_8x7b_seq8k_gpu_p5x32_pretrain.yaml in recipes_collection/recipes/training/mixtral	104	-	2024-12-03	2025-02-25	3	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_mixtral_8x22b_seq8k_gpu_p5x32_pretrain.yaml in recipes_collection/recipes/training/mixtral	104	-	2024-12-03	2025-02-25	3	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_mixtral_8x22b_seq8k_gpu_p5x64_pretrain.yaml in recipes_collection/recipes/training/mixtral	104	-	2024-12-03	2025-02-25	3	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_mixtral_8x7b_seq8k_gpu_p5x16_pretrain.yaml in recipes_collection/recipes/training/mixtral	104	-	2024-12-03	2025-02-25	3	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_mistral_7b_seq8k_gpu_p5x32_pretrain.yaml in recipes_collection/recipes/training/mistral	100	-	2024-12-03	2025-02-25	3	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_mistral_7b_seq16k_gpu_p5x16_pretrain.yaml in recipes_collection/recipes/training/mistral	100	-	2024-12-03	2025-02-25	3	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_mistral_7b_seq8k_gpu_p5x16_pretrain.yaml in recipes_collection/recipes/training/mistral	100	-	2024-12-03	2025-02-25	3	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_mistral_7b_seq16k_gpu_p5x32_pretrain.yaml in recipes_collection/recipes/training/mistral	100	-	2024-12-03	2025-02-25	3	3	arjkrish@amazon.com	rnadimp@amazon.com
megatron_llama3_1_8b_nemo.yaml in recipes_collection/recipes/training/llama	162	-	2024-12-03	2025-02-19	3	3	arjkrish@amazon.com	35045363+rohithn1@users.nor...
config.yaml in recipes_collection	24	-	2024-12-03	2025-02-17	3	3	arjkrish@amazon.com	julian1@cimarron.me
train-script-trn.yaml in launcher/nemo/k8s_templates/training	88	-	2024-12-03	2025-02-17	3	3	arjkrish@amazon.com	julian1@cimarron.me
train-script-gpu.yaml in launcher/nemo/k8s_templates/training	49	-	2024-12-03	2025-02-17	3	3	arjkrish@amazon.com	julian1@cimarron.me
efa.py in launcher	156	-	2024-12-03	2024-12-24	3	3	arjkrish@amazon.com	jesseche@amazon.com
accelerator_devices.py in launcher	82	2	2024-12-03	2024-12-24	3	3	arjkrish@amazon.com	jesseche@amazon.com
hf_llama3_8b_seq8k_gpu_p5x16_pretrain.yaml in recipes_collection/recipes/training/llama	107	-	2024-12-03	2025-02-25	2	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_llama3_8b_seq16k_gpu_p5x16_pretrain.yaml in recipes_collection/recipes/training/llama	107	-	2024-12-03	2025-02-25	2	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_llama3_70b_seq16k_gpu_p5x64_pretrain.yaml in recipes_collection/recipes/training/llama	107	-	2024-12-03	2025-02-25	2	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_llama3_8b_seq8k_trn1x4_pretrain.yaml in recipes_collection/recipes/training/llama	101	-	2024-12-03	2025-02-25	2	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_llama3_70b_seq8k_trn1x16_pretrain.yaml in recipes_collection/recipes/training/llama	104	-	2024-12-03	2025-02-25	2	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_llama3_8b_seq8k_gpu_p5x32_pretrain.yaml in recipes_collection/recipes/training/llama	107	-	2024-12-03	2025-02-25	2	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_llama3_70b_seq8k_gpu_p5x32_pretrain.yaml in recipes_collection/recipes/training/llama	107	-	2024-12-03	2025-02-25	2	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_llama3_70b_seq8k_gpu_p5x64_pretrain.yaml in recipes_collection/recipes/training/llama	107	-	2024-12-03	2025-02-25	2	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_llama3_8b_seq16k_gpu_p5x32_pretrain.yaml in recipes_collection/recipes/training/llama	107	-	2024-12-03	2025-02-25	2	3	arjkrish@amazon.com	rnadimp@amazon.com
p4_hf_llama3_70b_seq8k_gpu.yaml in recipes_collection/recipes/training/llama	106	-	2024-12-03	2025-02-25	2	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_llama3_70b_seq16k_gpu_p5x32_pretrain.yaml in recipes_collection/recipes/training/llama	107	-	2024-12-03	2025-02-25	2	3	arjkrish@amazon.com	rnadimp@amazon.com
falcon.yaml in recipes_collection/recipes/training/custom_model	83	-	2024-12-03	2025-02-25	2	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_llama3_70b_seq8k_gpu_fine_tuning.yaml in recipes_collection/recipes/fine-tuning/llama	108	-	2024-12-03	2025-02-25	2	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_llama3_70b_seq16k_gpu_lora.yaml in recipes_collection/recipes/fine-tuning/llama	106	-	2024-12-03	2025-02-25	2	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_llama3_70b_seq8k_gpu_lora.yaml in recipes_collection/recipes/fine-tuning/llama	106	-	2024-12-03	2025-02-25	2	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_llama3_405b_seq128k_gpu_qlora.yaml in recipes_collection/recipes/fine-tuning/llama	106	-	2024-12-03	2025-02-25	2	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_llama3_405b_seq16k_gpu_qlora.yaml in recipes_collection/recipes/fine-tuning/llama	106	-	2024-12-03	2025-02-25	2	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_llama3_8b_seq8k_gpu_fine_tuning.yaml in recipes_collection/recipes/fine-tuning/llama	108	-	2024-12-03	2025-02-25	2	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_llama3_405b_seq8k_gpu_lora.yaml in recipes_collection/recipes/fine-tuning/llama	106	-	2024-12-03	2025-02-25	2	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_llama3_70b_seq16k_gpu_fine_tuning.yaml in recipes_collection/recipes/fine-tuning/llama	108	-	2024-12-03	2025-02-25	2	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_llama3_405b_seq8k_gpu_qlora.yaml in recipes_collection/recipes/fine-tuning/llama	106	-	2024-12-03	2025-02-25	2	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_llama3_8b_seq8k_gpu_lora.yaml in recipes_collection/recipes/fine-tuning/llama	106	-	2024-12-03	2025-02-25	2	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_llama3_8b_seq16k_gpu_fine_tuning.yaml in recipes_collection/recipes/fine-tuning/llama	108	-	2024-12-03	2025-02-25	2	3	arjkrish@amazon.com	rnadimp@amazon.com
hf_llama3_405b_seq16k_gpu_lora.yaml in recipes_collection/recipes/fine-tuning/llama	106	-	2024-12-03	2025-02-25	2	3	arjkrish@amazon.com	rnadimp@amazon.com

Files With Least Contributors (Top 50)

Based on the number of unique email addresses found in commits.

See data for all files...

File	# lines	# units	created	last modified	# changes (days)	# contributors	first contributor	latest contributor
sm_jobs.py in template	109	2	2024-12-03	2024-12-03	1	1	arjkrish@amazon.com	arjkrish@amazon.com
slurm_launcher.py in launcher/nemo	93	7	2024-12-03	2024-12-03	1	1	arjkrish@amazon.com	arjkrish@amazon.com
recipe_stages.py in launcher/nemo	91	14	2024-12-03	2024-12-03	1	1	arjkrish@amazon.com	arjkrish@amazon.com
telemetry.py in launcher	78	4	2024-12-03	2024-12-03	1	1	arjkrish@amazon.com	arjkrish@amazon.com
config_slurm.yaml in launcher_scripts/custom_script	34	-	2024-12-03	2024-12-03	1	1	arjkrish@amazon.com	arjkrish@amazon.com
launchers.py in launcher/nemo	33	4	2024-12-03	2024-12-03	1	1	arjkrish@amazon.com	arjkrish@amazon.com
sm_jobs.yaml in recipes_collection/cluster	18	-	2024-12-03	2024-12-03	1	1	arjkrish@amazon.com	arjkrish@amazon.com
pyproject.toml in root	15	-	2024-12-03	2024-12-03	1	1	arjkrish@amazon.com	arjkrish@amazon.com
validations_wrapper.py in root	15	1	2024-12-03	2024-12-03	1	1	arjkrish@amazon.com	arjkrish@amazon.com
slurm.yaml in recipes_collection/cluster	11	-	2024-12-03	2024-12-03	1	1	arjkrish@amazon.com	arjkrish@amazon.com
custom_allreduce.py in launcher_scripts/custom_script	10	-	2024-12-03	2024-12-03	1	1	arjkrish@amazon.com	arjkrish@amazon.com
training-config.yaml in launcher/nemo/k8s_templates/training	8	-	2024-12-03	2024-12-03	1	1	arjkrish@amazon.com	arjkrish@amazon.com
Chart.yaml in launcher/nemo/k8s_templates/training	5	-	2024-12-03	2024-12-03	1	1	arjkrish@amazon.com	arjkrish@amazon.com
__init__.py in launcher/nemo	1	-	2024-12-03	2024-12-03	1	1	arjkrish@amazon.com	arjkrish@amazon.com
__init__.py in launcher	1	-	2024-12-03	2024-12-03	1	1	arjkrish@amazon.com	arjkrish@amazon.com
value_validator.py in launcher/config_validator	138	14	2024-12-03	2025-03-07	2	2	arjkrish@amazon.com	htzhong@amazon.com
hf_llama3_8b_seq8k_gpu_dpo.yaml in recipes_collection/recipes/fine-tuning/llama	110	-	2025-04-09	2025-04-09	1	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_llama_8b_seq16k_gpu_fine_tuning.yaml in recipes_collection/recipes/fine-tuning/deepseek	108	-	2025-01-30	2025-02-25	3	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_llama_8b_seq8k_gpu_fine_tuning.yaml in recipes_collection/recipes/fine-tuning/deepseek	108	-	2025-01-30	2025-02-25	3	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_llama_70b_seq8k_gpu_fine_tuning.yaml in recipes_collection/recipes/fine-tuning/deepseek	108	-	2025-01-30	2025-02-25	3	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_llama_70b_seq16k_gpu_fine_tuning.yaml in recipes_collection/recipes/fine-tuning/deepseek	108	-	2025-01-30	2025-02-25	3	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_llama3_3_70b_seq8k_gpu_fine_tuning.yaml in recipes_collection/recipes/fine-tuning/llama	108	-	2024-12-31	2025-02-25	2	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_llama3_3_70b_seq16k_gpu_fine_tuning.yaml in recipes_collection/recipes/fine-tuning/llama	108	-	2024-12-31	2025-02-25	2	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_llama3_70b_seq16k_gpu_p5x128_pretrain.yaml in recipes_collection/recipes/training/llama	107	-	2024-12-31	2025-02-25	2	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_llama3_70b_seq8k_gpu_p5x128_pretrain.yaml in recipes_collection/recipes/training/llama	107	-	2024-12-31	2025-02-25	2	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_qwen_32b_seq16k_gpu_fine_tuning.yaml in recipes_collection/recipes/fine-tuning/deepseek	107	-	2025-02-01	2025-02-25	2	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_qwen_32b_seq16k_gpu_lora.yaml in recipes_collection/recipes/fine-tuning/deepseek	107	-	2025-02-01	2025-02-25	2	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_qwen_32b_seq8k_gpu_fine_tuning.yaml in recipes_collection/recipes/fine-tuning/deepseek	107	-	2025-02-01	2025-02-25	2	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_qwen_32b_seq8k_gpu_lora.yaml in recipes_collection/recipes/fine-tuning/deepseek	107	-	2025-02-01	2025-02-25	2	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_llama4_17b_16e_seq4k_gpu_lora_text_to_text.yaml in recipes_collection/recipes/fine-tuning/llama	107	-	2025-04-21	2025-04-21	1	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_llama4_17b_16e_seq8k_gpu_lora_multimodal_finetuning.yaml in recipes_collection/recipes/fine-tuning/llama	107	-	2025-04-17	2025-04-21	2	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_llama4_17b_16e_seq4k_gpu_lora_multimodal_finetuning.yaml in recipes_collection/recipes/fine-tuning/llama	107	-	2025-04-21	2025-04-21	1	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_llama4_17b_16e_seq8k_gpu_lora_text_to_text.yaml in recipes_collection/recipes/fine-tuning/llama	107	-	2025-04-09	2025-04-17	2	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_qwen_1_dot_5b_seq16k_gpu_fine_tuning.yaml in recipes_collection/recipes/fine-tuning/deepseek	106	-	2025-02-01	2025-02-25	4	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_qwen_1_dot_5b_seq16k_gpu_lora.yaml in recipes_collection/recipes/fine-tuning/deepseek	106	-	2025-02-01	2025-02-25	4	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_qwen_14b_seq16k_gpu_fine_tuning.yaml in recipes_collection/recipes/fine-tuning/deepseek	106	-	2025-02-01	2025-02-25	2	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_llama_8b_seq8k_gpu_lora.yaml in recipes_collection/recipes/fine-tuning/deepseek	106	-	2025-01-30	2025-02-25	3	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_qwen_7b_seq16k_gpu_fine_tuning.yaml in recipes_collection/recipes/fine-tuning/deepseek	106	-	2025-02-01	2025-02-25	2	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_qwen_14b_seq8k_gpu_fine_tuning.yaml in recipes_collection/recipes/fine-tuning/deepseek	106	-	2025-02-01	2025-02-25	2	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_qwen_1_dot_5b_seq8k_gpu_fine_tuning.yaml in recipes_collection/recipes/fine-tuning/deepseek	106	-	2025-02-01	2025-02-25	4	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_qwen_1_dot_5b_seq8k_gpu_lora.yaml in recipes_collection/recipes/fine-tuning/deepseek	106	-	2025-02-01	2025-02-25	4	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_qwen_7b_seq8k_gpu_fine_tuning.yaml in recipes_collection/recipes/fine-tuning/deepseek	106	-	2025-02-01	2025-02-25	2	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_qwen_14b_seq8k_gpu_lora.yaml in recipes_collection/recipes/fine-tuning/deepseek	106	-	2025-02-01	2025-02-25	2	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_llama_70b_seq16k_gpu_lora.yaml in recipes_collection/recipes/fine-tuning/deepseek	106	-	2025-01-30	2025-02-25	3	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_llama_70b_seq8k_gpu_lora.yaml in recipes_collection/recipes/fine-tuning/deepseek	106	-	2025-01-30	2025-02-25	3	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_deepseek_r1_distilled_llama_8b_seq16k_gpu_lora.yaml in recipes_collection/recipes/fine-tuning/deepseek	106	-	2025-01-30	2025-02-25	3	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_llama3_3_70b_seq16k_gpu_lora.yaml in recipes_collection/recipes/fine-tuning/llama	106	-	2024-12-31	2025-02-25	2	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_llama3_405b_seq32k_gpu_qlora.yaml in recipes_collection/recipes/fine-tuning/llama	106	-	2024-12-31	2025-02-25	2	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_llama3_3_70b_seq8k_gpu_lora.yaml in recipes_collection/recipes/fine-tuning/llama	106	-	2024-12-31	2025-02-25	2	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com
hf_mixtral_8x22b_seq16k_gpu_p5x128_pretrain.yaml in recipes_collection/recipes/training/mixtral	105	-	2024-12-31	2025-02-25	3	2	35045363+rohithn1@users.nor...	rnadimp@amazon.com

		14.0	# changes min: 1.0 average: 2.41 25th percentile: 2.0 median: 2.0 75th percentile: 3.0 max: 14.0
0	618.0
lines of code min: 1.0 \| average: 98.73 \| 25th percentile: 100.0 \| median: 106.0 \| 75th percentile: 107.0 \| max: 618.0

		14.0	# changes min: 1.0 average: 2.41 25th percentile: 2.0 median: 2.0 75th percentile: 3.0 max: 14.0
0	9.0
# contributors min: 1.0 \| average: 2.44 \| 25th percentile: 2.0 \| median: 2.0 \| 75th percentile: 3.0 \| max: 9.0

		618.0	lines of code min: 1.0 average: 98.73 25th percentile: 100.0 median: 106.0 75th percentile: 107.0 max: 618.0
0	9.0
# contributors min: 1.0 \| average: 2.44 \| 25th percentile: 2.0 \| median: 2.0 \| 75th percentile: 3.0 \| max: 9.0

File Size vs. Number of Changes: 116 points

Number of Contributors vs. Number of Changes: 116 points

Number of Contributors vs. File Size: 116 points