GoogleCloudPlatform / ml-auto-solutions
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 155 files with 16,191 lines of code.
    • 0 files changed more than 100 times (0 lines of code)
    • 0 files changed 51-100 times (0 lines of code)
    • 7 files changed 21-50 times (2,903 lines of code)
    • 50 files changed 6-20 times (7,431 lines of code)
    • 98 files changed 1-5 times (5,857 lines of code)
0% | 0% | 17% | 45% | 36%
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 155 files with 16,191 lines of code.
    • 0 files changed by more than 25 contributors (0 lines of code)
    • 4 files changed by 11-25 contributors (1,208 lines of code)
    • 22 files changed by 6-10 contributors (3,714 lines of code)
    • 65 files changed by 2-5 contributors (8,144 lines of code)
    • 64 files changed by 1 contributor (3,125 lines of code)
0% | 7% | 22% | 50% | 19%
Legend:
26+
11-25
6-10
2-5
1

explore: grouped by folders | grouped by contributors count | data
File Change Frequency per File Extension
py, libsonnet, tf, md, yaml, sh, json, jsonnet, txt, tfvars, gitignore, dockerfile, toml, hcl
File Change Frequency per Extension
The number of recorded file updates
101+
51-100
21-50
6-20
1-5
py0% | 0% | 17% | 46% | 35%
tf0% | 0% | 24% | 48% | 27%
tfvars0% | 0% | 0% | 0% | 100%
toml0% | 0% | 0% | 0% | 100%
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
dags0% | 0% | 15% | 43% | 40%
xlml0% | 0% | 31% | 59% | 9%
deployment0% | 0% | 19% | 38% | 41%
ROOT0% | 0% | 0% | 0% | 100%
Most Frequently Changed Files (Top 50)

See data for all files...

File# lines# unitscreatedlast modified# changes
(days)		# contributorsfirst
contributor		latest
contributor
pytorchxla_torchbench_config.py
in dags/pytorch_xla/configs
 529 9 2024-01-12 2025-04-18 49 6 ran.rissy@gmail.com piz@google.com
task.py
in xlml/apis
 541 20 2024-01-12 2025-04-21 38 15 ran.rissy@gmail.com abhinavsing@google.com
common_utils.py
in dags/map_reproducibility/utils
 838 46 2025-01-06 2025-05-03 34 4 39437795+gunjanj007@users.n... zouyujun526@gmail.com
maxtext_end_to_end.py
in dags/multipod
 151 1 2024-01-29 2025-03-25 31 13 ran.rissy@gmail.com ran.rissy@gmail.com
xpk.py
in xlml/utils
 231 11 2024-01-12 2025-04-22 27 11 ran.rissy@gmail.com parambole@google.com
122 - 2023-07-07 2024-04-18 25 7 ranran@google.com ran.rissy@gmail.com
solutionsteam_tf_nightly_supported_config.py
in dags/solutions_team/configs/tensorflow
 491 4 2024-01-12 2025-02-12 21 7 ran.rissy@gmail.com 161090399+wenxindongwork@us...
maxtext_gce_config.py
in dags/multipod/configs
 114 2 2024-01-12 2025-04-09 20 8 ran.rissy@gmail.com shralex@gmail.com
nightly.py
in dags/pytorch_xla
 231 3 2024-02-28 2025-01-29 19 7 wcromar@google.com tengyifei@users.noreply.git...
109 - 2024-03-26 2025-04-22 18 7 31597464+raymondzouu@users.... 31597464+raymondzouu@users....
gke_config.py
in dags/multipod/configs
 258 5 2024-03-11 2025-04-09 18 10 31597464+raymondzouu@users.... shralex@gmail.com
maxtext_convergence.py
in dags/multipod
 64 - 2024-03-05 2025-03-25 16 10 51136315+gobbleturk@users.n... ran.rissy@gmail.com
pytorchxla_torchbench.py
in dags/pytorch_xla
 119 - 2024-01-12 2025-01-15 16 4 ran.rissy@gmail.com dyli@google.com
128 - 2024-01-12 2025-01-17 16 6 ran.rissy@gmail.com 161090399+wenxindongwork@us...
tpu.py
in xlml/utils
 333 10 2024-01-12 2025-01-22 16 5 ran.rissy@gmail.com tengyifei@users.noreply.git...
common.py
in dags/solutions_team/configs/tensorflow
 93 5 2024-01-12 2024-11-25 15 5 ran.rissy@gmail.com 161090399+wenxindongwork@us...
vm_resource.py
in dags/common
 285 - 2024-12-18 2025-04-29 15 11 ran.rissy@gmail.com qinyiyan@google.com
maxtext_profiling.py
in dags/multipod
 43 - 2024-03-22 2025-04-09 14 9 sjsurbhi@google.com shralex@gmail.com
70 - 2024-09-12 2025-04-28 14 8 31597464+raymondzouu@users.... shuningjin@google.com
maxtext_inference.py
in dags/inference
 526 - 2024-04-22 2024-12-18 14 6 andyye333@gmail.com ran.rissy@gmail.com
metric.py
in xlml/utils
 556 18 2024-01-12 2025-01-16 14 5 ran.rissy@gmail.com jinyijia24@gmail.com
112 - 2024-03-19 2025-03-28 13 6 piz@google.com piz@google.com
92 1 2024-05-02 2025-03-25 12 7 31597464+raymondzouu@users.... ran.rissy@gmail.com
legacy.py
in dags/multipod
 130 - 2024-03-15 2025-03-25 12 8 jonb377@gmail.com ran.rissy@gmail.com
internal_aotc_workload.py
in dags/map_reproducibility/utils
 178 2 2025-03-26 2025-05-02 12 1 zouyujun526@gmail.com zouyujun526@gmail.com
maxtext_checkpointing.py
in dags/multipod
 59 - 2024-03-27 2025-04-28 11 7 sjsurbhi@google.com sjsurbhi@google.com
a3ultra_maxtext_benchmarking_dags.py
in dags/map_reproducibility/internal_runs
 61 - 2025-03-26 2025-05-02 11 1 zouyujun526@gmail.com zouyujun526@gmail.com
63 - 2024-03-13 2025-03-25 11 8 127781047+tonyjohnchen@user... ran.rissy@gmail.com
maxtext_configs_aot.py
in dags/multipod
 90 - 2024-03-11 2025-03-25 11 7 31597464+raymondzouu@users.... ran.rissy@gmail.com
202 6 2024-09-20 2025-04-09 11 7 jonb377@gmail.com shralex@gmail.com
gpu.py
in xlml/utils
 381 13 2024-01-20 2025-03-26 11 4 piz@google.com 39319471+richardsliu@users....
jax_stable_stack_gpu_e2e.py
in dags/sparsity_diffusion_devx
 59 - 2024-11-13 2025-04-10 10 5 ran.rissy@gmail.com rohan.bierneni@gmail.com
maxtext_sweep_gke_config.py
in dags/multipod/configs
 83 2 2024-01-19 2025-01-10 10 5 31597464+raymondzouu@users.... ran.rissy@gmail.com
vllm_benchmark_config.py
in dags/solutions_team/configs/vllm
 265 7 2024-10-14 2025-03-26 10 5 39319471+richardsliu@users.... 39319471+richardsliu@users....
metric_config.py
in xlml/apis
 36 - 2024-01-12 2024-04-19 9 4 ran.rissy@gmail.com 55637700+a9isha@users.norep...
156 - 2024-06-26 2024-12-18 9 2 sixiang@google.com ran.rissy@gmail.com
a3mega_maxtext_benchmarking_dags.py
in dags/map_reproducibility/internal_runs
 62 - 2025-03-26 2025-05-02 8 1 zouyujun526@gmail.com zouyujun526@gmail.com
project_bite_tpu_e2e.py
in dags/sparsity_diffusion_devx
 76 - 2024-11-13 2025-03-20 8 5 ran.rissy@gmail.com jiya.zhang.98@gmail.com
97 - 2024-03-18 2025-03-25 8 6 127781047+tonyjohnchen@user... ran.rissy@gmail.com
jax_stable_stack_tpu_e2e.py
in dags/sparsity_diffusion_devx
 114 - 2024-11-13 2025-04-09 8 5 ran.rissy@gmail.com shralex@gmail.com
maxtext_moe_tpu_e2e.py
in dags/sparsity_diffusion_devx
 135 1 2024-11-15 2025-04-07 8 3 ran.rissy@gmail.com shuningjin@google.com
gke.py
in xlml/utils
 146 7 2024-02-22 2025-01-15 8 4 wcromar@google.com 143511705+yangyuwei@users.n...
solutionsteam_tf_release_supported_config.py
in dags/solutions_team/configs/tensorflow
 291 2 2024-03-20 2024-12-18 8 5 ericlefort@google.com ran.rissy@gmail.com
7 - 2024-01-12 2025-04-30 7 5 ran.rissy@gmail.com abhinavsing@google.com
name_format.py
in xlml/utils
 25 3 2024-02-13 2024-09-16 7 3 31597464+raymondzouu@users.... 31597464+raymondzouu@users....
constants.py
in dags/map_reproducibility/utils
 37 - 2025-03-26 2025-05-02 7 1 zouyujun526@gmail.com zouyujun526@gmail.com
53 - 2024-06-06 2025-04-09 7 7 sjsurbhi@google.com shralex@gmail.com
solutionsteam_vllm_benchmarks.py
in dags/solutions_team
 107 - 2024-10-14 2025-04-26 7 3 39319471+richardsliu@users.... 39319471+richardsliu@users....
160 1 2024-07-01 2025-04-09 7 5 andyye333@gmail.com shralex@gmail.com
clusters.tf
in deployment
 244 - 2024-02-20 2024-06-17 7 2 wcromar@google.com piz@google.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# unitscreatedlast modified# changes
(days)		# contributorsfirst
contributor		latest
contributor
task.py
in xlml/apis
 541 20 2024-01-12 2025-04-21 38 15 ran.rissy@gmail.com abhinavsing@google.com
maxtext_end_to_end.py
in dags/multipod
 151 1 2024-01-29 2025-03-25 31 13 ran.rissy@gmail.com ran.rissy@gmail.com
xpk.py
in xlml/utils
 231 11 2024-01-12 2025-04-22 27 11 ran.rissy@gmail.com parambole@google.com
vm_resource.py
in dags/common
 285 - 2024-12-18 2025-04-29 15 11 ran.rissy@gmail.com qinyiyan@google.com
gke_config.py
in dags/multipod/configs
 258 5 2024-03-11 2025-04-09 18 10 31597464+raymondzouu@users.... shralex@gmail.com
maxtext_convergence.py
in dags/multipod
 64 - 2024-03-05 2025-03-25 16 10 51136315+gobbleturk@users.n... ran.rissy@gmail.com
maxtext_profiling.py
in dags/multipod
 43 - 2024-03-22 2025-04-09 14 9 sjsurbhi@google.com shralex@gmail.com
maxtext_gce_config.py
in dags/multipod/configs
 114 2 2024-01-12 2025-04-09 20 8 ran.rissy@gmail.com shralex@gmail.com
70 - 2024-09-12 2025-04-28 14 8 31597464+raymondzouu@users.... shuningjin@google.com
legacy.py
in dags/multipod
 130 - 2024-03-15 2025-03-25 12 8 jonb377@gmail.com ran.rissy@gmail.com
63 - 2024-03-13 2025-03-25 11 8 127781047+tonyjohnchen@user... ran.rissy@gmail.com
122 - 2023-07-07 2024-04-18 25 7 ranran@google.com ran.rissy@gmail.com
solutionsteam_tf_nightly_supported_config.py
in dags/solutions_team/configs/tensorflow
 491 4 2024-01-12 2025-02-12 21 7 ran.rissy@gmail.com 161090399+wenxindongwork@us...
nightly.py
in dags/pytorch_xla
 231 3 2024-02-28 2025-01-29 19 7 wcromar@google.com tengyifei@users.noreply.git...
109 - 2024-03-26 2025-04-22 18 7 31597464+raymondzouu@users.... 31597464+raymondzouu@users....
92 1 2024-05-02 2025-03-25 12 7 31597464+raymondzouu@users.... ran.rissy@gmail.com
maxtext_configs_aot.py
in dags/multipod
 90 - 2024-03-11 2025-03-25 11 7 31597464+raymondzouu@users.... ran.rissy@gmail.com
maxtext_checkpointing.py
in dags/multipod
 59 - 2024-03-27 2025-04-28 11 7 sjsurbhi@google.com sjsurbhi@google.com
202 6 2024-09-20 2025-04-09 11 7 jonb377@gmail.com shralex@gmail.com
53 - 2024-06-06 2025-04-09 7 7 sjsurbhi@google.com shralex@gmail.com
pytorchxla_torchbench_config.py
in dags/pytorch_xla/configs
 529 9 2024-01-12 2025-04-18 49 6 ran.rissy@gmail.com piz@google.com
128 - 2024-01-12 2025-01-17 16 6 ran.rissy@gmail.com 161090399+wenxindongwork@us...
maxtext_inference.py
in dags/inference
 526 - 2024-04-22 2024-12-18 14 6 andyye333@gmail.com ran.rissy@gmail.com
112 - 2024-03-19 2025-03-28 13 6 piz@google.com piz@google.com
97 - 2024-03-18 2025-03-25 8 6 127781047+tonyjohnchen@user... ran.rissy@gmail.com
131 - 2024-05-23 2024-12-18 6 6 zzzijunzhou@gmail.com ran.rissy@gmail.com
tpu.py
in xlml/utils
 333 10 2024-01-12 2025-01-22 16 5 ran.rissy@gmail.com tengyifei@users.noreply.git...
common.py
in dags/solutions_team/configs/tensorflow
 93 5 2024-01-12 2024-11-25 15 5 ran.rissy@gmail.com 161090399+wenxindongwork@us...
metric.py
in xlml/utils
 556 18 2024-01-12 2025-01-16 14 5 ran.rissy@gmail.com jinyijia24@gmail.com
maxtext_sweep_gke_config.py
in dags/multipod/configs
 83 2 2024-01-19 2025-01-10 10 5 31597464+raymondzouu@users.... ran.rissy@gmail.com
vllm_benchmark_config.py
in dags/solutions_team/configs/vllm
 265 7 2024-10-14 2025-03-26 10 5 39319471+richardsliu@users.... 39319471+richardsliu@users....
jax_stable_stack_gpu_e2e.py
in dags/sparsity_diffusion_devx
 59 - 2024-11-13 2025-04-10 10 5 ran.rissy@gmail.com rohan.bierneni@gmail.com
solutionsteam_tf_release_supported_config.py
in dags/solutions_team/configs/tensorflow
 291 2 2024-03-20 2024-12-18 8 5 ericlefort@google.com ran.rissy@gmail.com
jax_stable_stack_tpu_e2e.py
in dags/sparsity_diffusion_devx
 114 - 2024-11-13 2025-04-09 8 5 ran.rissy@gmail.com shralex@gmail.com
project_bite_tpu_e2e.py
in dags/sparsity_diffusion_devx
 76 - 2024-11-13 2025-03-20 8 5 ran.rissy@gmail.com jiya.zhang.98@gmail.com
160 1 2024-07-01 2025-04-09 7 5 andyye333@gmail.com shralex@gmail.com
7 - 2024-01-12 2025-04-30 7 5 ran.rissy@gmail.com abhinavsing@google.com
common_utils.py
in dags/map_reproducibility/utils
 838 46 2025-01-06 2025-05-03 34 4 39437795+gunjanj007@users.n... zouyujun526@gmail.com
pytorchxla_torchbench.py
in dags/pytorch_xla
 119 - 2024-01-12 2025-01-15 16 4 ran.rissy@gmail.com dyli@google.com
gpu.py
in xlml/utils
 381 13 2024-01-20 2025-03-26 11 4 piz@google.com 39319471+richardsliu@users....
metric_config.py
in xlml/apis
 36 - 2024-01-12 2024-04-19 9 4 ran.rissy@gmail.com 55637700+a9isha@users.norep...
gke.py
in xlml/utils
 146 7 2024-02-22 2025-01-15 8 4 wcromar@google.com 143511705+yangyuwei@users.n...
project_bite_gpu_e2e.py
in dags/sparsity_diffusion_devx
 45 - 2024-11-13 2025-01-15 6 4 ran.rissy@gmail.com parambole@google.com
mxla_collective_config.py
in dags/multipod/configs
 62 1 2024-02-08 2024-12-18 5 4 127781047+tonyjohnchen@user... ran.rissy@gmail.com
75 - 2024-02-08 2025-03-25 5 4 127781047+tonyjohnchen@user... ran.rissy@gmail.com
pytorch.py
in dags/multipod
 48 - 2024-03-27 2025-01-14 5 4 jonb377@gmail.com jiangjy1982@gmail.com
128 - 2024-03-20 2024-12-18 5 4 ericlefort@google.com ran.rissy@gmail.com
main.tf
in deployment/modules/composer_env
 47 - 2024-04-18 2025-01-03 5 4 mbzomowski@gmail.com 39319471+richardsliu@users....
95 - 2024-03-20 2024-12-18 4 4 ericlefort@google.com ran.rissy@gmail.com
simple_config.py
in dags/mlcompass/configs
 45 1 2024-02-27 2024-12-18 4 4 orti.bazar@gmail.com ran.rissy@gmail.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# unitscreatedlast modified# changes
(days)		# contributorsfirst
contributor		latest
contributor
sample_workload_utils.py
in dags/map_reproducibility/utils
 245 6 2025-04-22 2025-05-02 5 1 zouyujun526@gmail.com zouyujun526@gmail.com
r2_7.py
in dags/pytorch_xla
 244 3 2025-03-28 2025-04-02 2 1 piz@google.com piz@google.com
dag_configs.py
in dags/map_reproducibility/internal_runs
 197 - 2025-04-14 2025-04-30 2 1 zouyujun526@gmail.com zouyujun526@gmail.com
internal_aotc_workload.py
in dags/map_reproducibility/utils
 178 2 2025-03-26 2025-05-02 12 1 zouyujun526@gmail.com zouyujun526@gmail.com
gpt1-like.py
in dags/multipod/legacy_tests
 152 9 2024-03-15 2024-03-15 1 1 jonb377@gmail.com jonb377@gmail.com
backfill_dags.py
in dags/map_reproducibility/internal_runs
 152 1 2025-04-14 2025-04-18 2 1 zouyujun526@gmail.com zouyujun526@gmail.com
trtllm_bench_inference_config.py
in dags/inference/configs
 99 1 2025-02-04 2025-02-04 1 1 jinyijia24@gmail.com jinyijia24@gmail.com
gke_config.py
in dags/sparsity_diffusion_devx/configs
 91 3 2024-11-13 2024-12-18 2 1 ran.rissy@gmail.com ran.rissy@gmail.com
file_comparison.py
in dags/map_reproducibility/utils
 88 2 2025-04-14 2025-04-14 1 1 zouyujun526@gmail.com zouyujun526@gmail.com
80 - 2025-04-21 2025-04-30 2 1 abhinavsing@google.com abhinavsing@google.com
trtllm_bench_jsonl_converter.py
in dags/inference/utils
 65 3 2025-02-04 2025-02-04 1 1 jinyijia24@gmail.com jinyijia24@gmail.com
llama_3_1_70b_maxtext.py
in dags/map_reproducibility/a3ultra
 63 - 2025-03-20 2025-04-23 3 1 39437795+gunjanj007@users.n... 39437795+gunjanj007@users.n...
a3mega_maxtext_benchmarking_dags.py
in dags/map_reproducibility/internal_runs
 62 - 2025-03-26 2025-05-02 8 1 zouyujun526@gmail.com zouyujun526@gmail.com
a3ultra_maxtext_benchmarking_dags.py
in dags/map_reproducibility/internal_runs
 61 - 2025-03-26 2025-05-02 11 1 zouyujun526@gmail.com zouyujun526@gmail.com
a4_maxtext_benchmarking_dags.py
in dags/map_reproducibility/internal_runs
 61 - 2025-04-30 2025-05-02 2 1 zouyujun526@gmail.com zouyujun526@gmail.com
mantaray.py
in xlml/utils
 55 3 2024-07-19 2024-10-28 5 1 161090399+wenxindongwork@us... 161090399+wenxindongwork@us...
mixtral_8_7b_maxtext.py
in dags/map_reproducibility/a3ultra
 50 - 2025-03-13 2025-04-02 3 1 39437795+gunjanj007@users.n... 39437795+gunjanj007@users.n...
llama_3_70b_nemo.py
in dags/map_reproducibility/a3mega
 48 - 2025-03-13 2025-04-23 3 1 39437795+gunjanj007@users.n... 39437795+gunjanj007@users.n...
sample_a3ultra_maxtext_single_run.py
in dags/map_reproducibility/internal_runs
 46 1 2025-04-22 2025-04-30 3 1 zouyujun526@gmail.com zouyujun526@gmail.com
sample_a3mega_maxtext_single_run.py
in dags/map_reproducibility/internal_runs
 46 1 2025-04-30 2025-04-30 1 1 zouyujun526@gmail.com zouyujun526@gmail.com
llama_3_1_405b_maxtext.py
in dags/map_reproducibility/a3ultra
 46 - 2025-04-02 2025-04-23 2 1 39437795+gunjanj007@users.n... 39437795+gunjanj007@users.n...
maxtext.py
in dags/map_reproducibility/a4/llama_3_1_405b
 46 - 2025-04-02 2025-04-23 2 1 39437795+gunjanj007@users.n... 39437795+gunjanj007@users.n...
maxtext_sft_trainer.py
in dags/multipod
 44 - 2025-03-28 2025-03-28 1 1 sjsurbhi@google.com sjsurbhi@google.com
sample_a4_maxtext_single_run.py
in dags/map_reproducibility/internal_runs
 44 1 2025-04-30 2025-04-30 1 1 zouyujun526@gmail.com zouyujun526@gmail.com
llama_3_1_405b_nemo.py
in dags/map_reproducibility/a3ultra
 44 - 2025-05-02 2025-05-02 1 1 zshu@google.com zshu@google.com
llama_3_1_70b_nemo.py
in dags/map_reproducibility/a3ultra
 44 - 2025-03-13 2025-04-23 3 1 39437795+gunjanj007@users.n... 39437795+gunjanj007@users.n...
maxtext.py
in dags/map_reproducibility/a4/llama3_1_70b
 44 - 2025-04-02 2025-04-23 2 1 39437795+gunjanj007@users.n... 39437795+gunjanj007@users.n...
two_node_nemo.py
in dags/map_reproducibility/a4
 43 - 2025-04-15 2025-04-15 1 1 39437795+gunjanj007@users.n... 39437795+gunjanj007@users.n...
llama_3_1_70b_nemo.py
in dags/map_reproducibility/a3mega
 43 - 2025-03-13 2025-04-23 4 1 39437795+gunjanj007@users.n... 39437795+gunjanj007@users.n...
gpt3_175b_nemo.py
in dags/map_reproducibility/a3mega
 42 - 2025-03-13 2025-04-23 2 1 39437795+gunjanj007@users.n... 39437795+gunjanj007@users.n...
41 1 2025-04-09 2025-04-09 1 1 jinyijia24@gmail.com jinyijia24@gmail.com
nemo_two_node.py
in dags/map_reproducibility/a3ultra
 40 - 2025-03-13 2025-04-15 3 1 39437795+gunjanj007@users.n... 39437795+gunjanj007@users.n...
nemo_two_node.py
in dags/map_reproducibility/a3mega
 40 - 2025-03-13 2025-04-02 2 1 39437795+gunjanj007@users.n... 39437795+gunjanj007@users.n...
constants.py
in dags/map_reproducibility/utils
 37 - 2025-03-26 2025-05-02 7 1 zouyujun526@gmail.com zouyujun526@gmail.com
mixtral_8_7b_nemo.py
in dags/map_reproducibility/a3ultra
 37 - 2025-03-13 2025-04-02 2 1 39437795+gunjanj007@users.n... 39437795+gunjanj007@users.n...
nemo.py
in dags/map_reproducibility/a4/llama_3_1_405b
 37 - 2025-04-02 2025-04-02 1 1 39437795+gunjanj007@users.n... 39437795+gunjanj007@users.n...
nemo.py
in dags/map_reproducibility/a4/mixtral_8_7b
 37 - 2025-04-02 2025-04-15 3 1 39437795+gunjanj007@users.n... 39437795+gunjanj007@users.n...
nemo.py
in dags/map_reproducibility/a4/llama3_1_70b
 37 - 2025-04-02 2025-04-02 1 1 39437795+gunjanj007@users.n... 39437795+gunjanj007@users.n...
mixtral_8_7b_nemo.py
in dags/map_reproducibility/a3mega
 37 - 2025-03-13 2025-04-23 3 1 39437795+gunjanj007@users.n... 39437795+gunjanj007@users.n...
clean_up.py
in dags/infra
 35 - 2024-02-23 2024-12-18 3 1 ran.rissy@gmail.com ran.rissy@gmail.com
cleanup_dags.py
in dags/map_reproducibility/internal_runs
 29 - 2025-05-02 2025-05-02 1 1 zouyujun526@gmail.com zouyujun526@gmail.com
trtllm_bench_inference.py
in dags/inference
 28 - 2025-02-04 2025-02-04 1 1 jinyijia24@gmail.com jinyijia24@gmail.com
maxtext_gpu_inference.py
in dags/inference
 28 - 2025-04-09 2025-04-09 1 1 jinyijia24@gmail.com jinyijia24@gmail.com
ssh.py
in xlml/utils
 23 1 2024-01-12 2024-03-04 2 1 ran.rissy@gmail.com ran.rissy@gmail.com
composer.py
in xlml/utils
 21 3 2024-01-12 2024-03-05 2 1 ran.rissy@gmail.com ran.rissy@gmail.com
build_mantaray_docker.py
in dags/mantaray
 14 - 2024-09-16 2024-09-16 1 1 161090399+wenxindongwork@us... 161090399+wenxindongwork@us...
13 - 2024-07-29 2024-07-29 1 1 wcromar@google.com wcromar@google.com
variables.tf
in deployment/deployment_composer_env
 12 - 2024-04-18 2024-04-18 1 1 mbzomowski@gmail.com mbzomowski@gmail.com
variables.tf
in deployment/modules/composer_env
 10 - 2024-04-18 2024-04-18 1 1 mbzomowski@gmail.com mbzomowski@gmail.com
gcp_config.py
in xlml/apis
 10 - 2024-01-12 2024-12-18 4 1 ran.rissy@gmail.com ran.rissy@gmail.com
Correlations

File Size vs. Number of Changes: 155 points

dags/map_reproducibility/utils/common_utils.py x: 838 lines of code y: 34 # changes dags/map_reproducibility/a3ultra/llama_3_1_405b_nemo.py x: 44 lines of code y: 1 # changes dags/map_reproducibility/internal_runs/cleanup_dags.py x: 29 lines of code y: 1 # changes dags/map_reproducibility/utils/constants.py x: 37 lines of code y: 7 # changes dags/map_reproducibility/utils/internal_aotc_workload.py x: 178 lines of code y: 12 # changes dags/map_reproducibility/internal_runs/a3mega_maxtext_benchmarking_dags.py x: 62 lines of code y: 8 # changes dags/map_reproducibility/internal_runs/a3ultra_maxtext_benchmarking_dags.py x: 61 lines of code y: 11 # changes dags/map_reproducibility/internal_runs/a4_maxtext_benchmarking_dags.py x: 61 lines of code y: 2 # changes dags/map_reproducibility/utils/sample_workload_utils.py x: 245 lines of code y: 5 # changes dags/gcs_bucket.py x: 7 lines of code y: 7 # changes dags/multipod/maxtext_multi_tier_p2_checkpointing.py x: 80 lines of code y: 2 # changes dags/map_reproducibility/internal_runs/dag_configs.py x: 197 lines of code y: 2 # changes dags/map_reproducibility/internal_runs/sample_a3mega_maxtext_single_run.py x: 46 lines of code y: 1 # changes dags/map_reproducibility/internal_runs/sample_a3ultra_maxtext_single_run.py x: 46 lines of code y: 3 # changes dags/common/vm_resource.py x: 285 lines of code y: 15 # changes dags/framework3p/configs/microbenchmarks_config.py x: 129 lines of code y: 5 # changes dags/framework3p/microbenchmarks_dag.py x: 83 lines of code y: 6 # changes dags/common/model_configs.py x: 21 lines of code y: 2 # changes dags/multipod/maxtext_trillium_configs_perf.py x: 70 lines of code y: 14 # changes dags/multipod/maxtext_checkpointing.py x: 59 lines of code y: 11 # changes dags/solutions_team/solutionsteam_vllm_benchmarks.py x: 107 lines of code y: 7 # changes dags/map_reproducibility/utils/benchmarkdb_utils.py x: 176 lines of code y: 6 # changes dags/map_reproducibility/a3mega/gpt3_175b_nemo.py x: 42 lines of code y: 2 # changes dags/map_reproducibility/a3mega/llama_3_1_70b_nemo.py x: 43 lines of code y: 4 # changes dags/map_reproducibility/a3mega/llama_3_70b_nemo.py x: 48 lines of code y: 3 # changes dags/map_reproducibility/a3mega/mixtral_8_7b_nemo.py x: 37 lines of code y: 3 # changes dags/map_reproducibility/a3ultra/llama_3_1_405b_maxtext.py x: 46 lines of code y: 2 # changes dags/map_reproducibility/a3ultra/llama_3_1_70b_maxtext.py x: 63 lines of code y: 3 # changes dags/map_reproducibility/a3ultra/llama_3_1_70b_nemo.py x: 44 lines of code y: 3 # changes dags/map_reproducibility/a4/llama3_1_70b/maxtext.py x: 44 lines of code y: 2 # changes dags/multipod/maxtext_v5e_configs_perf.py x: 109 lines of code y: 18 # changes xlml/utils/xpk.py x: 231 lines of code y: 27 # changes xlml/apis/task.py x: 541 lines of code y: 38 # changes dags/map_reproducibility/internal_runs/backfill_dags.py x: 152 lines of code y: 2 # changes dags/pytorch_xla/configs/pytorchxla_torchbench_config.py x: 529 lines of code y: 49 # changes dags/map_reproducibility/a3ultra/nemo_two_node.py x: 40 lines of code y: 3 # changes dags/map_reproducibility/a4/two_node_nemo.py x: 43 lines of code y: 1 # changes dags/map_reproducibility/utils/file_comparison.py x: 88 lines of code y: 1 # changes dags/mantaray/run_mantaray_jobs.py x: 287 lines of code y: 5 # changes dags/sparsity_diffusion_devx/jax_stable_stack_gpu_e2e.py x: 59 lines of code y: 10 # changes dags/inference/configs/jetstream_benchmark_serving_gce_config.py x: 160 lines of code y: 7 # changes dags/inference/configs/maxtext_inference_microbenchmark_gce_config.py x: 90 lines of code y: 3 # changes dags/multipod/configs/gke_config.py x: 258 lines of code y: 18 # changes dags/multipod/configs/maxtext_gce_config.py x: 114 lines of code y: 20 # changes dags/multipod/maxtext_gpu_end_to_end.py x: 202 lines of code y: 11 # changes dags/multipod/maxtext_profiling.py x: 43 lines of code y: 14 # changes dags/multipod/maxtext_profiling_vertex_ai_tensorboard.py x: 53 lines of code y: 7 # changes dags/sparsity_diffusion_devx/jax_stable_stack_tpu_e2e.py x: 114 lines of code y: 8 # changes dags/inference/maxtext_gpu_inference.py x: 28 lines of code y: 1 # changes dags/inference/utils/maxtext_gpu_microbenchmark_jsonl_converter.py x: 41 lines of code y: 1 # changes dags/sparsity_diffusion_devx/maxtext_moe_tpu_e2e.py x: 135 lines of code y: 8 # changes dags/map_reproducibility/a3mega/nemo_two_node.py x: 40 lines of code y: 2 # changes dags/map_reproducibility/a3ultra/mixtral_8_7b_maxtext.py x: 50 lines of code y: 3 # changes dags/map_reproducibility/a3ultra/mixtral_8_7b_nemo.py x: 37 lines of code y: 2 # changes dags/map_reproducibility/a4/llama3_1_70b/nemo.py x: 37 lines of code y: 1 # changes dags/pytorch_xla/r2_7.py x: 244 lines of code y: 2 # changes dags/pytorch_xla/pytorchxla-torchbench-release.py x: 112 lines of code y: 13 # changes dags/solutions_team/configs/vllm/vllm_benchmark_config.py x: 265 lines of code y: 10 # changes xlml/utils/gpu.py x: 381 lines of code y: 11 # changes dags/multipod/legacy.py x: 130 lines of code y: 12 # changes dags/multipod/maxtext_configs_aot.py x: 90 lines of code y: 11 # changes dags/multipod/maxtext_configs_aot_hybridsim.py x: 92 lines of code y: 12 # changes dags/multipod/maxtext_convergence.py x: 64 lines of code y: 16 # changes dags/multipod/maxtext_end_to_end.py x: 151 lines of code y: 31 # changes dags/multipod/maxtext_multi_tier_checkpointing.py x: 51 lines of code y: 2 # changes dags/multipod/mxla_collective_nightly.py x: 75 lines of code y: 5 # changes dags/multipod/mxla_gpt3_6b_nightly_gke.py x: 97 lines of code y: 8 # changes dags/multipod/mxla_maxtext_nightly_gke.py x: 63 lines of code y: 11 # changes dags/sparsity_diffusion_devx/maxdiffusion_e2e.py x: 68 lines of code y: 4 # changes dags/sparsity_diffusion_devx/maxtext_moe_gpu_e2e.py x: 61 lines of code y: 4 # changes dags/sparsity_diffusion_devx/configs/common.py x: 16 lines of code y: 2 # changes dags/sparsity_diffusion_devx/configs/project_bite_config.py x: 114 lines of code y: 5 # changes dags/sparsity_diffusion_devx/project_bite_tpu_e2e.py x: 76 lines of code y: 8 # changes dags/solutions_team/configs/tensorflow/solutionsteam_tf_nightly_supported_config.py x: 491 lines of code y: 21 # changes dags/inference/configs/trt_llm_mlperf_v40_config.py x: 127 lines of code y: 6 # changes dags/inference/configs/trtllm_bench_inference_config.py x: 99 lines of code y: 1 # changes dags/inference/utils/trtllm_bench_jsonl_converter.py x: 65 lines of code y: 1 # changes dags/pytorch_xla/nightly.py x: 231 lines of code y: 19 # changes xlml/utils/tpu.py x: 333 lines of code y: 16 # changes dags/solutions_team/solutionsteam_tf_nightly_supported.py x: 128 lines of code y: 16 # changes dags/inference/configs/trt_llm_inference_config.py x: 139 lines of code y: 4 # changes dags/inference/configs/trt_llm_mlperf_v41_config.py x: 190 lines of code y: 4 # changes dags/inference/trt_llm_mlperf_v40_inference.py x: 43 lines of code y: 5 # changes xlml/utils/metric.py x: 556 lines of code y: 14 # changes dags/sparsity_diffusion_devx/project_bite_gpu_e2e.py x: 45 lines of code y: 6 # changes dags/inference/trt_llm_inference.py x: 27 lines of code y: 4 # changes dags/inference/trt_llm_mlperf_v41_inference.py x: 395 lines of code y: 6 # changes dags/pytorch_xla/pytorchxla2_torchbench.py x: 106 lines of code y: 5 # changes dags/pytorch_xla/pytorchxla_torchbench.py x: 119 lines of code y: 16 # changes xlml/utils/gke.py x: 146 lines of code y: 8 # changes dags/multipod/pytorch.py x: 48 lines of code y: 5 # changes dags/multipod/configs/maxtext_sweep_gke_config.py x: 83 lines of code y: 10 # changes dags/composer_env.py x: 15 lines of code y: 5 # changes dags/common/__init__.py x: 1 lines of code y: 1 # changes dags/inference/configs/jetstream_pytorch_gce_config.py x: 96 lines of code y: 5 # changes dags/inference/jetstream_inference_e2e.py x: 131 lines of code y: 6 # changes dags/inference/jetstream_pytorch_inference.py x: 156 lines of code y: 9 # changes dags/inference/maxtext_inference.py x: 526 lines of code y: 14 # changes dags/inference/maxtext_inference_microbenchmark.py x: 271 lines of code y: 3 # changes dags/inference/maxtext_inference_offline_benchmark.py x: 135 lines of code y: 2 # changes dags/inference/maxtext_model_config_generator.py x: 112 lines of code y: 5 # changes dags/infra/clean_up.py x: 35 lines of code y: 3 # changes dags/mlcompass/configs/simple_config.py x: 45 lines of code y: 4 # changes dags/mlcompass/maxtext_gke.py x: 84 lines of code y: 3 # changes dags/multipod/configs/jax_tests_gce_config.py x: 54 lines of code y: 3 # changes dags/multipod/configs/jax_tests_gke_config.py x: 22 lines of code y: 2 # changes dags/multipod/configs/mxla_collective_config.py x: 62 lines of code y: 5 # changes dags/multipod/configs/pytorch_config.py x: 25 lines of code y: 3 # changes dags/solutions_team/configs/tensorflow/solutionsteam_tf_release_supported_config.py x: 291 lines of code y: 8 # changes dags/solutions_team/solutionsteam_tf_dlrm_benchmarks.py x: 108 lines of code y: 2 # changes dags/solutions_team/solutionsteam_tf_release_se_supported.py x: 128 lines of code y: 5 # changes dags/solutions_team/solutionsteam_tf_release_supported.py x: 95 lines of code y: 4 # changes dags/sparsity_diffusion_devx/configs/gke_config.py x: 91 lines of code y: 2 # changes xlml/apis/gcp_config.py x: 10 lines of code y: 4 # changes dags/solutions_team/configs/tensorflow/common.py x: 93 lines of code y: 15 # changes xlml/utils/mantaray.py x: 55 lines of code y: 5 # changes xlml/utils/bigquery.py x: 103 lines of code y: 4 # changes xlml/apis/xpk_cluster_config.py x: 9 lines of code y: 1 # changes dags/mantaray/build_mantaray_docker.py x: 14 lines of code y: 1 # changes xlml/utils/name_format.py x: 25 lines of code y: 7 # changes dags/multipod/configs/common.py x: 24 lines of code y: 6 # changes deployment/artifact_registry.tf x: 7 lines of code y: 1 # changes pyproject.toml x: 13 lines of code y: 1 # changes deployment/clusters.tf x: 244 lines of code y: 7 # changes dags/mlcompass/simple_dag.py x: 19 lines of code y: 2 # changes xlml/apis/metric_config.py x: 36 lines of code y: 9 # changes deployment/cloud_composer_template.tf x: 122 lines of code y: 25 # changes deployment/deployment_composer_env/composer_env.tf x: 6 lines of code y: 1 # changes deployment/deployment_composer_env/provider.tf x: 4 lines of code y: 1 # changes deployment/deployment_composer_env/variables.tf x: 12 lines of code y: 1 # changes deployment/modules/composer_env/variables.tf x: 10 lines of code y: 1 # changes deployment/provider.tf x: 10 lines of code y: 2 # changes dags/multipod/legacy_tests/gpt1-like.py x: 152 lines of code y: 1 # changes xlml/utils/ssh.py x: 23 lines of code y: 2 # changes xlml/utils/startup_script.py x: 6 lines of code y: 2 # changes deployment/bigquery.auto.tfvars x: 108 lines of code y: 4 # changes
49.0
# changes
  min: 1.0
  average: 6.51
  25th percentile: 2.0
  median: 4.0
  75th percentile: 8.0
  max: 49.0
0 838.0
lines of code
min: 1.0 | average: 104.46 | 25th percentile: 36.0 | median: 61.0 | 75th percentile: 128.0 | max: 838.0

Number of Contributors vs. Number of Changes: 155 points

dags/map_reproducibility/utils/common_utils.py x: 4 # contributors y: 34 # changes dags/map_reproducibility/a3ultra/llama_3_1_405b_nemo.py x: 1 # contributors y: 1 # changes dags/map_reproducibility/utils/constants.py x: 1 # contributors y: 7 # changes dags/map_reproducibility/utils/internal_aotc_workload.py x: 1 # contributors y: 12 # changes dags/map_reproducibility/internal_runs/a3mega_maxtext_benchmarking_dags.py x: 1 # contributors y: 8 # changes dags/map_reproducibility/internal_runs/a3ultra_maxtext_benchmarking_dags.py x: 1 # contributors y: 11 # changes dags/map_reproducibility/internal_runs/a4_maxtext_benchmarking_dags.py x: 1 # contributors y: 2 # changes dags/map_reproducibility/utils/sample_workload_utils.py x: 1 # contributors y: 5 # changes dags/gcs_bucket.py x: 5 # contributors y: 7 # changes dags/map_reproducibility/internal_runs/sample_a3ultra_maxtext_single_run.py x: 1 # contributors y: 3 # changes dags/common/vm_resource.py x: 11 # contributors y: 15 # changes dags/framework3p/configs/microbenchmarks_config.py x: 2 # contributors y: 5 # changes dags/framework3p/microbenchmarks_dag.py x: 3 # contributors y: 6 # changes dags/common/model_configs.py x: 2 # contributors y: 2 # changes dags/multipod/maxtext_trillium_configs_perf.py x: 8 # contributors y: 14 # changes dags/multipod/maxtext_checkpointing.py x: 7 # contributors y: 11 # changes dags/solutions_team/solutionsteam_vllm_benchmarks.py x: 3 # contributors y: 7 # changes dags/map_reproducibility/utils/benchmarkdb_utils.py x: 2 # contributors y: 6 # changes dags/map_reproducibility/a3mega/llama_3_1_70b_nemo.py x: 1 # contributors y: 4 # changes dags/multipod/maxtext_v5e_configs_perf.py x: 7 # contributors y: 18 # changes xlml/utils/xpk.py x: 11 # contributors y: 27 # changes xlml/apis/task.py x: 15 # contributors y: 38 # changes dags/pytorch_xla/configs/pytorchxla_torchbench_config.py x: 6 # contributors y: 49 # changes dags/sparsity_diffusion_devx/jax_stable_stack_gpu_e2e.py x: 5 # contributors y: 10 # changes dags/inference/configs/maxtext_inference_microbenchmark_gce_config.py x: 3 # contributors y: 3 # changes dags/multipod/configs/gke_config.py x: 10 # contributors y: 18 # changes dags/multipod/configs/maxtext_gce_config.py x: 8 # contributors y: 20 # changes dags/multipod/maxtext_profiling.py x: 9 # contributors y: 14 # changes dags/multipod/maxtext_profiling_vertex_ai_tensorboard.py x: 7 # contributors y: 7 # changes dags/sparsity_diffusion_devx/jax_stable_stack_tpu_e2e.py x: 5 # contributors y: 8 # changes dags/sparsity_diffusion_devx/maxtext_moe_tpu_e2e.py x: 3 # contributors y: 8 # changes dags/pytorch_xla/pytorchxla-torchbench-release.py x: 6 # contributors y: 13 # changes xlml/utils/gpu.py x: 4 # contributors y: 11 # changes dags/multipod/legacy.py x: 8 # contributors y: 12 # changes dags/multipod/maxtext_configs_aot_hybridsim.py x: 7 # contributors y: 12 # changes dags/multipod/maxtext_convergence.py x: 10 # contributors y: 16 # changes dags/multipod/maxtext_end_to_end.py x: 13 # contributors y: 31 # changes dags/multipod/mxla_collective_nightly.py x: 4 # contributors y: 5 # changes dags/multipod/mxla_gpt3_6b_nightly_gke.py x: 6 # contributors y: 8 # changes dags/multipod/mxla_maxtext_nightly_gke.py x: 8 # contributors y: 11 # changes dags/sparsity_diffusion_devx/maxdiffusion_e2e.py x: 2 # contributors y: 4 # changes dags/sparsity_diffusion_devx/configs/project_bite_config.py x: 3 # contributors y: 5 # changes dags/solutions_team/configs/tensorflow/solutionsteam_tf_nightly_supported_config.py x: 7 # contributors y: 21 # changes dags/pytorch_xla/nightly.py x: 7 # contributors y: 19 # changes xlml/utils/tpu.py x: 5 # contributors y: 16 # changes dags/solutions_team/solutionsteam_tf_nightly_supported.py x: 6 # contributors y: 16 # changes xlml/utils/metric.py x: 5 # contributors y: 14 # changes dags/sparsity_diffusion_devx/project_bite_gpu_e2e.py x: 4 # contributors y: 6 # changes dags/inference/trt_llm_inference.py x: 3 # contributors y: 4 # changes dags/pytorch_xla/pytorchxla_torchbench.py x: 4 # contributors y: 16 # changes xlml/utils/gke.py x: 4 # contributors y: 8 # changes dags/inference/jetstream_inference_e2e.py x: 6 # contributors y: 6 # changes dags/inference/jetstream_pytorch_inference.py x: 2 # contributors y: 9 # changes dags/inference/maxtext_inference.py x: 6 # contributors y: 14 # changes dags/mlcompass/configs/simple_config.py x: 4 # contributors y: 4 # changes dags/mlcompass/maxtext_gke.py x: 2 # contributors y: 3 # changes dags/solutions_team/configs/tensorflow/common.py x: 5 # contributors y: 15 # changes deployment/clusters.tf x: 2 # contributors y: 7 # changes xlml/apis/metric_config.py x: 4 # contributors y: 9 # changes deployment/cloud_composer_template.tf x: 7 # contributors y: 25 # changes
49.0
# changes
  min: 1.0
  average: 6.51
  25th percentile: 2.0
  median: 4.0
  75th percentile: 8.0
  max: 49.0
0 15.0
# contributors
min: 1.0 | average: 3.08 | 25th percentile: 1.0 | median: 2.0 | 75th percentile: 4.0 | max: 15.0

Number of Contributors vs. File Size: 155 points

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