GoogleCloudPlatform / ml-auto-solutions
File Size

The distribution of size of files (measured in lines of code).

Intro
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File Size Overall
0% | 18% | 28% | 26% | 26%
Legend:
1001+
501-1000
201-500
101-200
1-100


explore: grouped by folders | grouped by size | sunburst | 3D view
File Size per Extension
1001+
501-1000
201-500
101-200
1-100
py0% | 19% | 28% | 26% | 26%
tf0% | 0% | 48% | 24% | 27%
tfvars0% | 0% | 0% | 87% | 12%
toml0% | 0% | 0% | 0% | 100%
File Size per Logical Decomposition
primary
1001+
501-1000
201-500
101-200
1-100
dags0% | 14% | 26% | 29% | 29%
xlml0% | 44% | 38% | 10% | 7%
deployment0% | 0% | 38% | 36% | 24%
ROOT0% | 0% | 0% | 0% | 100%
Longest Files (Top 50)
File# lines# units
common_utils.py
in dags/map_reproducibility/utils
 838 46
metric.py
in xlml/utils
 556 18
task.py
in xlml/apis
 541 20
pytorchxla_torchbench_config.py
in dags/pytorch_xla/configs
 529 9
maxtext_inference.py
in dags/inference
 526 -
solutionsteam_tf_nightly_supported_config.py
in dags/solutions_team/configs/tensorflow
 491 4
395 -
gpu.py
in xlml/utils
 381 13
tpu.py
in xlml/utils
 333 10
solutionsteam_tf_release_supported_config.py
in dags/solutions_team/configs/tensorflow
 291 2
run_mantaray_jobs.py
in dags/mantaray
 287 11
vm_resource.py
in dags/common
 285 -
271 2
vllm_benchmark_config.py
in dags/solutions_team/configs/vllm
 265 7
gke_config.py
in dags/multipod/configs
 258 5
sample_workload_utils.py
in dags/map_reproducibility/utils
 245 6
r2_7.py
in dags/pytorch_xla
 244 3
clusters.tf
in deployment
 244 -
nightly.py
in dags/pytorch_xla
 231 3
xpk.py
in xlml/utils
 231 11
202 6
dag_configs.py
in dags/map_reproducibility/internal_runs
 197 -
trt_llm_mlperf_v41_config.py
in dags/inference/configs
 190 1
internal_aotc_workload.py
in dags/map_reproducibility/utils
 178 2
benchmarkdb_utils.py
in dags/map_reproducibility/utils
 176 6
160 1
156 -
gpt1-like.py
in dags/multipod/legacy_tests
 152 9
backfill_dags.py
in dags/map_reproducibility/internal_runs
 152 1
maxtext_end_to_end.py
in dags/multipod
 151 1
gke.py
in xlml/utils
 146 7
trt_llm_inference_config.py
in dags/inference/configs
 139 1
135 2
maxtext_moe_tpu_e2e.py
in dags/sparsity_diffusion_devx
 135 1
131 -
legacy.py
in dags/multipod
 130 -
microbenchmarks_config.py
in dags/framework3p/configs
 129 2
128 -
128 -
trt_llm_mlperf_v40_config.py
in dags/inference/configs
 127 1
122 -
pytorchxla_torchbench.py
in dags/pytorch_xla
 119 -
maxtext_gce_config.py
in dags/multipod/configs
 114 2
jax_stable_stack_tpu_e2e.py
in dags/sparsity_diffusion_devx
 114 -
project_bite_config.py
in dags/sparsity_diffusion_devx/configs
 114 3
112 1
112 -
109 -
108 -
108 -
Files With Most Units (Top 50)
File# lines# units
common_utils.py
in dags/map_reproducibility/utils
 838 46
task.py
in xlml/apis
 541 20
metric.py
in xlml/utils
 556 18
gpu.py
in xlml/utils
 381 13
run_mantaray_jobs.py
in dags/mantaray
 287 11
xpk.py
in xlml/utils
 231 11
tpu.py
in xlml/utils
 333 10
pytorchxla_torchbench_config.py
in dags/pytorch_xla/configs
 529 9
gpt1-like.py
in dags/multipod/legacy_tests
 152 9
vllm_benchmark_config.py
in dags/solutions_team/configs/vllm
 265 7
gke.py
in xlml/utils
 146 7
202 6
sample_workload_utils.py
in dags/map_reproducibility/utils
 245 6
benchmarkdb_utils.py
in dags/map_reproducibility/utils
 176 6
bigquery.py
in xlml/utils
 103 6
gke_config.py
in dags/multipod/configs
 258 5
common.py
in dags/solutions_team/configs/tensorflow
 93 5
solutionsteam_tf_nightly_supported_config.py
in dags/solutions_team/configs/tensorflow
 491 4
trtllm_bench_jsonl_converter.py
in dags/inference/utils
 65 3
nightly.py
in dags/pytorch_xla
 231 3
r2_7.py
in dags/pytorch_xla
 244 3
common.py
in dags/multipod/configs
 24 3
15 3
project_bite_config.py
in dags/sparsity_diffusion_devx/configs
 114 3
gke_config.py
in dags/sparsity_diffusion_devx/configs
 91 3
mantaray.py
in xlml/utils
 55 3
composer.py
in xlml/utils
 21 3
name_format.py
in xlml/utils
 25 3
135 2
271 2
maxtext_sweep_gke_config.py
in dags/multipod/configs
 83 2
maxtext_gce_config.py
in dags/multipod/configs
 114 2
file_comparison.py
in dags/map_reproducibility/utils
 88 2
internal_aotc_workload.py
in dags/map_reproducibility/utils
 178 2
microbenchmarks_config.py
in dags/framework3p/configs
 129 2
solutionsteam_tf_release_supported_config.py
in dags/solutions_team/configs/tensorflow
 291 2
startup_script.py
in xlml/utils
 6 2
112 1
trtllm_bench_inference_config.py
in dags/inference/configs
 99 1
90 1
trt_llm_mlperf_v40_config.py
in dags/inference/configs
 127 1
160 1
trt_llm_mlperf_v41_config.py
in dags/inference/configs
 190 1
jetstream_pytorch_gce_config.py
in dags/inference/configs
 96 1
trt_llm_inference_config.py
in dags/inference/configs
 139 1
41 1
jax_tests_gke_config.py
in dags/multipod/configs
 22 1
mxla_collective_config.py
in dags/multipod/configs
 62 1
pytorch_config.py
in dags/multipod/configs
 25 1
jax_tests_gce_config.py
in dags/multipod/configs
 54 1
Files With Long Lines (Top 48)

There are 48 files with lines longer than 120 characters. In total, there are 183 long lines.

File# lines# units# long lines
pytorchxla_torchbench_config.py
in dags/pytorch_xla/configs
 529 9 30
common_utils.py
in dags/map_reproducibility/utils
 838 46 16
vllm_benchmark_config.py
in dags/solutions_team/configs/vllm
 265 7 14
trt_llm_inference_config.py
in dags/inference/configs
 139 1 12
run_mantaray_jobs.py
in dags/mantaray
 287 11 11
common.py
in dags/solutions_team/configs/tensorflow
 93 5 8
jax_stable_stack_tpu_e2e.py
in dags/sparsity_diffusion_devx
 114 - 8
maxdiffusion_e2e.py
in dags/sparsity_diffusion_devx
 68 - 7
maxtext_inference.py
in dags/inference
 526 - 6
trt_llm_mlperf_v40_config.py
in dags/inference/configs
 127 1 5
legacy.py
in dags/multipod
 130 - 5
160 1 4
trt_llm_mlperf_v41_config.py
in dags/inference/configs
 190 1 4
gke_config.py
in dags/multipod/configs
 258 5 4
trtllm_bench_inference_config.py
in dags/inference/configs
 99 1 3
jetstream_pytorch_gce_config.py
in dags/inference/configs
 96 1 3
112 1 2
135 2 2
271 2 2
156 - 2
131 - 2
maxtext_configs_aot.py
in dags/multipod
 90 - 2
mxla_collective_config.py
in dags/multipod/configs
 62 1 2
109 - 2
92 1 2
internal_aotc_workload.py
in dags/map_reproducibility/utils
 178 2 2
maxtext_moe_gpu_e2e.py
in dags/sparsity_diffusion_devx
 61 1 2
trtllm_bench_inference.py
in dags/inference
 28 - 1
90 1 1
395 - 1
43 - 1
trt_llm_inference.py
in dags/inference
 27 - 1
maxtext_gpu_inference.py
in dags/inference
 28 - 1
r2_7.py
in dags/pytorch_xla
 244 3 1
gpt1-like.py
in dags/multipod/legacy_tests
 152 9 1
common.py
in dags/multipod/configs
 24 3 1
maxtext_gce_config.py
in dags/multipod/configs
 114 2 1
70 - 1
maxtext_convergence.py
in dags/multipod
 64 - 1
sample_workload_utils.py
in dags/map_reproducibility/utils
 245 6 1
128 - 1
128 - 1
solutionsteam_tf_nightly_supported_config.py
in dags/solutions_team/configs/tensorflow
 491 4 1
108 - 1
95 - 1
solutionsteam_vllm_benchmarks.py
in dags/solutions_team
 107 - 1
project_bite_config.py
in dags/sparsity_diffusion_devx/configs
 114 3 1
122 - 1
Correlations

File Size vs. Commits (all time): 155 points

dags/map_reproducibility/utils/common_utils.py x: 42 commits (all time) y: 838 lines of code dags/map_reproducibility/a3ultra/llama_3_1_405b_nemo.py x: 1 commits (all time) y: 44 lines of code dags/map_reproducibility/internal_runs/cleanup_dags.py x: 1 commits (all time) y: 29 lines of code dags/map_reproducibility/utils/constants.py x: 7 commits (all time) y: 37 lines of code dags/map_reproducibility/utils/internal_aotc_workload.py x: 13 commits (all time) y: 178 lines of code dags/map_reproducibility/internal_runs/a3mega_maxtext_benchmarking_dags.py x: 9 commits (all time) y: 62 lines of code dags/map_reproducibility/internal_runs/a3ultra_maxtext_benchmarking_dags.py x: 11 commits (all time) y: 61 lines of code dags/map_reproducibility/internal_runs/a4_maxtext_benchmarking_dags.py x: 2 commits (all time) y: 61 lines of code dags/map_reproducibility/utils/sample_workload_utils.py x: 5 commits (all time) y: 245 lines of code dags/gcs_bucket.py x: 8 commits (all time) y: 7 lines of code dags/multipod/maxtext_multi_tier_p2_checkpointing.py x: 3 commits (all time) y: 80 lines of code dags/map_reproducibility/internal_runs/dag_configs.py x: 3 commits (all time) y: 197 lines of code dags/map_reproducibility/internal_runs/sample_a3ultra_maxtext_single_run.py x: 3 commits (all time) y: 46 lines of code dags/common/vm_resource.py x: 18 commits (all time) y: 285 lines of code dags/framework3p/configs/microbenchmarks_config.py x: 5 commits (all time) y: 129 lines of code dags/framework3p/microbenchmarks_dag.py x: 6 commits (all time) y: 83 lines of code dags/common/model_configs.py x: 2 commits (all time) y: 21 lines of code dags/multipod/maxtext_trillium_configs_perf.py x: 14 commits (all time) y: 70 lines of code dags/multipod/maxtext_checkpointing.py x: 11 commits (all time) y: 59 lines of code dags/solutions_team/solutionsteam_vllm_benchmarks.py x: 8 commits (all time) y: 107 lines of code dags/map_reproducibility/utils/benchmarkdb_utils.py x: 6 commits (all time) y: 176 lines of code dags/map_reproducibility/a3mega/gpt3_175b_nemo.py x: 2 commits (all time) y: 42 lines of code dags/map_reproducibility/a3mega/llama_3_1_70b_nemo.py x: 4 commits (all time) y: 43 lines of code dags/map_reproducibility/a3mega/llama_3_70b_nemo.py x: 3 commits (all time) y: 48 lines of code dags/map_reproducibility/a3mega/mixtral_8_7b_nemo.py x: 3 commits (all time) y: 37 lines of code dags/map_reproducibility/a3ultra/llama_3_1_405b_maxtext.py x: 2 commits (all time) y: 46 lines of code dags/map_reproducibility/a3ultra/llama_3_1_70b_maxtext.py x: 4 commits (all time) y: 63 lines of code dags/multipod/maxtext_v5e_configs_perf.py x: 18 commits (all time) y: 109 lines of code xlml/utils/xpk.py x: 28 commits (all time) y: 231 lines of code xlml/apis/task.py x: 42 commits (all time) y: 541 lines of code dags/map_reproducibility/internal_runs/backfill_dags.py x: 2 commits (all time) y: 152 lines of code dags/pytorch_xla/configs/pytorchxla_torchbench_config.py x: 55 commits (all time) y: 529 lines of code dags/map_reproducibility/a3ultra/nemo_two_node.py x: 3 commits (all time) y: 40 lines of code dags/map_reproducibility/utils/file_comparison.py x: 1 commits (all time) y: 88 lines of code dags/mantaray/run_mantaray_jobs.py x: 5 commits (all time) y: 287 lines of code dags/sparsity_diffusion_devx/jax_stable_stack_gpu_e2e.py x: 10 commits (all time) y: 59 lines of code dags/inference/configs/jetstream_benchmark_serving_gce_config.py x: 7 commits (all time) y: 160 lines of code dags/inference/configs/maxtext_inference_microbenchmark_gce_config.py x: 3 commits (all time) y: 90 lines of code dags/multipod/configs/gke_config.py x: 18 commits (all time) y: 258 lines of code dags/multipod/configs/maxtext_gce_config.py x: 21 commits (all time) y: 114 lines of code dags/multipod/maxtext_gpu_end_to_end.py x: 11 commits (all time) y: 202 lines of code dags/multipod/maxtext_profiling.py x: 15 commits (all time) y: 43 lines of code dags/multipod/maxtext_profiling_vertex_ai_tensorboard.py x: 8 commits (all time) y: 53 lines of code dags/sparsity_diffusion_devx/jax_stable_stack_tpu_e2e.py x: 9 commits (all time) y: 114 lines of code dags/inference/utils/maxtext_gpu_microbenchmark_jsonl_converter.py x: 1 commits (all time) y: 41 lines of code dags/sparsity_diffusion_devx/maxtext_moe_tpu_e2e.py x: 9 commits (all time) y: 135 lines of code dags/map_reproducibility/a3ultra/mixtral_8_7b_maxtext.py x: 4 commits (all time) y: 50 lines of code dags/map_reproducibility/a3ultra/mixtral_8_7b_nemo.py x: 2 commits (all time) y: 37 lines of code dags/map_reproducibility/a4/llama3_1_70b/nemo.py x: 1 commits (all time) y: 37 lines of code dags/pytorch_xla/r2_7.py x: 2 commits (all time) y: 244 lines of code dags/pytorch_xla/pytorchxla-torchbench-release.py x: 13 commits (all time) y: 112 lines of code dags/solutions_team/configs/vllm/vllm_benchmark_config.py x: 11 commits (all time) y: 265 lines of code xlml/utils/gpu.py x: 14 commits (all time) y: 381 lines of code dags/multipod/legacy.py x: 12 commits (all time) y: 130 lines of code dags/multipod/maxtext_configs_aot.py x: 11 commits (all time) y: 90 lines of code dags/multipod/maxtext_configs_aot_hybridsim.py x: 13 commits (all time) y: 92 lines of code dags/multipod/maxtext_convergence.py x: 16 commits (all time) y: 64 lines of code dags/multipod/maxtext_end_to_end.py x: 37 commits (all time) y: 151 lines of code dags/multipod/maxtext_multi_tier_checkpointing.py x: 2 commits (all time) y: 51 lines of code dags/multipod/mxla_collective_nightly.py x: 5 commits (all time) y: 75 lines of code dags/multipod/mxla_gpt3_6b_nightly_gke.py x: 8 commits (all time) y: 97 lines of code dags/multipod/mxla_maxtext_nightly_gke.py x: 11 commits (all time) y: 63 lines of code dags/sparsity_diffusion_devx/maxdiffusion_e2e.py x: 4 commits (all time) y: 68 lines of code dags/sparsity_diffusion_devx/maxtext_moe_gpu_e2e.py x: 5 commits (all time) y: 61 lines of code dags/sparsity_diffusion_devx/configs/common.py x: 2 commits (all time) y: 16 lines of code dags/sparsity_diffusion_devx/configs/project_bite_config.py x: 5 commits (all time) y: 114 lines of code dags/sparsity_diffusion_devx/project_bite_tpu_e2e.py x: 8 commits (all time) y: 76 lines of code dags/solutions_team/configs/tensorflow/solutionsteam_tf_nightly_supported_config.py x: 21 commits (all time) y: 491 lines of code dags/inference/configs/trt_llm_mlperf_v40_config.py x: 6 commits (all time) y: 127 lines of code dags/inference/configs/trtllm_bench_inference_config.py x: 1 commits (all time) y: 99 lines of code dags/inference/utils/trtllm_bench_jsonl_converter.py x: 1 commits (all time) y: 65 lines of code dags/pytorch_xla/nightly.py x: 23 commits (all time) y: 231 lines of code xlml/utils/tpu.py x: 18 commits (all time) y: 333 lines of code dags/solutions_team/solutionsteam_tf_nightly_supported.py x: 16 commits (all time) y: 128 lines of code dags/inference/configs/trt_llm_inference_config.py x: 4 commits (all time) y: 139 lines of code dags/inference/configs/trt_llm_mlperf_v41_config.py x: 4 commits (all time) y: 190 lines of code dags/inference/trt_llm_mlperf_v40_inference.py x: 5 commits (all time) y: 43 lines of code xlml/utils/metric.py x: 17 commits (all time) y: 556 lines of code dags/sparsity_diffusion_devx/project_bite_gpu_e2e.py x: 6 commits (all time) y: 45 lines of code dags/inference/trt_llm_inference.py x: 4 commits (all time) y: 27 lines of code dags/inference/trt_llm_mlperf_v41_inference.py x: 6 commits (all time) y: 395 lines of code dags/pytorch_xla/pytorchxla2_torchbench.py x: 5 commits (all time) y: 106 lines of code dags/pytorch_xla/pytorchxla_torchbench.py x: 17 commits (all time) y: 119 lines of code xlml/utils/gke.py x: 8 commits (all time) y: 146 lines of code dags/multipod/pytorch.py x: 5 commits (all time) y: 48 lines of code dags/multipod/configs/maxtext_sweep_gke_config.py x: 11 commits (all time) y: 83 lines of code dags/composer_env.py x: 5 commits (all time) y: 15 lines of code dags/common/__init__.py x: 1 commits (all time) y: 1 lines of code dags/inference/configs/jetstream_pytorch_gce_config.py x: 5 commits (all time) y: 96 lines of code dags/inference/jetstream_inference_e2e.py x: 6 commits (all time) y: 131 lines of code dags/inference/jetstream_pytorch_inference.py x: 9 commits (all time) y: 156 lines of code dags/inference/maxtext_inference.py x: 14 commits (all time) y: 526 lines of code dags/inference/maxtext_inference_microbenchmark.py x: 3 commits (all time) y: 271 lines of code dags/inference/maxtext_inference_offline_benchmark.py x: 2 commits (all time) y: 135 lines of code dags/inference/maxtext_model_config_generator.py x: 5 commits (all time) y: 112 lines of code dags/infra/clean_up.py x: 3 commits (all time) y: 35 lines of code dags/mlcompass/maxtext_gke.py x: 3 commits (all time) y: 84 lines of code dags/multipod/configs/jax_tests_gce_config.py x: 3 commits (all time) y: 54 lines of code dags/multipod/configs/pytorch_config.py x: 3 commits (all time) y: 25 lines of code dags/solutions_team/configs/tensorflow/solutionsteam_tf_release_supported_config.py x: 8 commits (all time) y: 291 lines of code dags/solutions_team/solutionsteam_tf_dlrm_benchmarks.py x: 2 commits (all time) y: 108 lines of code dags/solutions_team/solutionsteam_tf_release_se_supported.py x: 5 commits (all time) y: 128 lines of code dags/solutions_team/solutionsteam_tf_release_supported.py x: 4 commits (all time) y: 95 lines of code dags/sparsity_diffusion_devx/configs/gke_config.py x: 2 commits (all time) y: 91 lines of code xlml/apis/gcp_config.py x: 4 commits (all time) y: 10 lines of code dags/solutions_team/configs/tensorflow/common.py x: 16 commits (all time) y: 93 lines of code xlml/utils/mantaray.py x: 5 commits (all time) y: 55 lines of code xlml/utils/bigquery.py x: 6 commits (all time) y: 103 lines of code xlml/apis/xpk_cluster_config.py x: 1 commits (all time) y: 9 lines of code dags/mantaray/build_mantaray_docker.py x: 1 commits (all time) y: 14 lines of code xlml/utils/name_format.py x: 8 commits (all time) y: 25 lines of code dags/multipod/configs/common.py x: 6 commits (all time) y: 24 lines of code pyproject.toml x: 1 commits (all time) y: 13 lines of code deployment/clusters.tf x: 8 commits (all time) y: 244 lines of code dags/mlcompass/simple_dag.py x: 2 commits (all time) y: 19 lines of code xlml/apis/metric_config.py x: 10 commits (all time) y: 36 lines of code deployment/cloud_composer_template.tf x: 31 commits (all time) y: 122 lines of code deployment/deployment_composer_env/composer_env.tf x: 1 commits (all time) y: 6 lines of code deployment/provider.tf x: 3 commits (all time) y: 10 lines of code dags/multipod/legacy_tests/gpt1-like.py x: 1 commits (all time) y: 152 lines of code xlml/utils/startup_script.py x: 2 commits (all time) y: 6 lines of code
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
0 55.0
commits (all time)
min: 1.0 | average: 6.98 | 25th percentile: 2.0 | median: 4.0 | 75th percentile: 9.0 | max: 55.0

File Size vs. Contributors (all time): 155 points

dags/map_reproducibility/utils/common_utils.py x: 4 contributors (all time) y: 838 lines of code dags/map_reproducibility/a3ultra/llama_3_1_405b_nemo.py x: 1 contributors (all time) y: 44 lines of code dags/map_reproducibility/internal_runs/cleanup_dags.py x: 1 contributors (all time) y: 29 lines of code dags/map_reproducibility/utils/constants.py x: 1 contributors (all time) y: 37 lines of code dags/map_reproducibility/utils/internal_aotc_workload.py x: 1 contributors (all time) y: 178 lines of code dags/map_reproducibility/internal_runs/a3mega_maxtext_benchmarking_dags.py x: 1 contributors (all time) y: 62 lines of code dags/map_reproducibility/utils/sample_workload_utils.py x: 1 contributors (all time) y: 245 lines of code dags/gcs_bucket.py x: 5 contributors (all time) y: 7 lines of code dags/multipod/maxtext_multi_tier_p2_checkpointing.py x: 1 contributors (all time) y: 80 lines of code dags/map_reproducibility/internal_runs/dag_configs.py x: 1 contributors (all time) y: 197 lines 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File Size vs. Commits (30 days): 54 points

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  median: 61.5
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min: 1.0 | average: 2.35 | 25th percentile: 1.0 | median: 1.0 | 75th percentile: 2.0 | max: 19.0

File Size vs. Contributors (30 days): 54 points

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  median: 61.5
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contributors (30d)
min: 1.0 | average: 1.17 | 25th percentile: 1.0 | median: 1.0 | 75th percentile: 1.0 | max: 3.0

File Size vs. Commits (90 days): 83 points

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commits (90d)
min: 1.0 | average: 3.06 | 25th percentile: 1.0 | median: 2.0 | 75th percentile: 3.0 | max: 38.0

File Size vs. Contributors (90 days): 83 points

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  median: 65.0
  75th percentile: 130.0
  max: 838.0
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min: 1.0 | average: 1.49 | 25th percentile: 1.0 | median: 1.0 | 75th percentile: 2.0 | max: 8.0