deepseek-ai/ESFT
File Churn
File change frequency (churn) shows the distribution of file updates (days with at least one commit).
Overview
File Change Frequency Overall
  • There are 12 files with 2,386 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)
    • 0 files changed 6-20 times (0 lines of code)
    • 12 files changed 1-5 times (2,386 lines of code)
0% | 0% | 0% | 0% | 100%
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 12 files with 2,386 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)
    • 0 files changed by 6-10 contributors (0 lines of code)
    • 12 files changed by 2-5 contributors (2,386 lines of code)
    • 0 files changed by 1 contributor (0 lines of code)
0% | 0% | 0% | 100% | 0%
Legend:
26+
11-25
6-10
2-5
1

explore: grouped by folders | grouped by contributors count | data
File Change Frequency per File Extension
jsonl, py, json, sh, txt, gitignore, md, yaml
File Change Frequency per Extension
The number of recorded file updates
101+
51-100
21-50
6-20
1-5
py0% | 0% | 0% | 0% | 100%
yaml0% | 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
deepseek0% | 0% | 0% | 0% | 100%
ROOT0% | 0% | 0% | 0% | 100%
scripts0% | 0% | 0% | 0% | 100%
configs0% | 0% | 0% | 0% | 100%
Most Frequently Changed Files (Top 14)

See data for all files...

File# lines# unitscreatedlast modified# changes
(days)		# contributorsline
churn		first
contributor		latest
contributor
base.yaml
in configs
 19 - 2024-08-09 2025-05-22 3 3 +69 / -7 geeeekexplorer@users.norepl... 510642032wzh@gmail.com
get_expert_scores.py
in scripts/expert
 67 2 2024-08-09 2025-05-22 3 2 +164 / -8 510642032wzh@gmail.com 510642032wzh@gmail.com
generate_expert_config.py
in scripts/expert
 72 2 2024-08-09 2025-05-22 3 2 +197 / -3 510642032wzh@gmail.com 510642032wzh@gmail.com
79 2 2024-08-09 2025-05-22 3 2 +192 / -8 510642032wzh@gmail.com 510642032wzh@gmail.com
esft.py
in root
 127 12 2024-08-09 2025-05-22 3 3 +75 / -12 geeeekexplorer@users.norepl... 510642032wzh@gmail.com
205 1 2024-08-09 2025-05-22 3 4 +458 / -30 geeeekexplorer@users.norepl... 510642032wzh@gmail.com
1389 60 2024-08-09 2025-05-22 3 3 +3837 / -1 geeeekexplorer@users.norepl... 510642032wzh@gmail.com
__init__.py
in deepseek
 1 - 2024-08-09 2024-08-12 2 2 - geeeekexplorer@users.norepl... 112086423+zihanwang314@user...
utils.py
in root
 84 5 2024-08-09 2024-08-12 2 2 +116 / -0 geeeekexplorer@users.norepl... 112086423+zihanwang314@user...
train.py
in root
 93 1 2024-08-09 2024-08-12 2 2 +234 / -0 geeeekexplorer@users.norepl... 112086423+zihanwang314@user...
97 1 2024-08-09 2024-08-12 2 2 +412 / -0 geeeekexplorer@users.norepl... 112086423+zihanwang314@user...
153 21 2024-07-11 2025-05-22 2 2 +4 / -5 112086423+zihanwang314@user... 510642032wzh@gmail.com
1 -
eval.py
in scripts
 41 -
Files With Most Churn (Top 14)
Based on the number of lines added and deleted across all commits.

See data for all files...

File# lines# unitscreatedlast modified# changes
(days)		# contributorsline
churn		first
contributor		latest
contributor
1389 60 2024-08-09 2025-05-22 3 3 +3837 / -1 geeeekexplorer@users.norepl... 510642032wzh@gmail.com
205 1 2024-08-09 2025-05-22 3 4 +458 / -30 geeeekexplorer@users.norepl... 510642032wzh@gmail.com
97 1 2024-08-09 2024-08-12 2 2 +412 / -0 geeeekexplorer@users.norepl... 112086423+zihanwang314@user...
train.py
in root
 93 1 2024-08-09 2024-08-12 2 2 +234 / -0 geeeekexplorer@users.norepl... 112086423+zihanwang314@user...
generate_expert_config.py
in scripts/expert
 72 2 2024-08-09 2025-05-22 3 2 +197 / -3 510642032wzh@gmail.com 510642032wzh@gmail.com
79 2 2024-08-09 2025-05-22 3 2 +192 / -8 510642032wzh@gmail.com 510642032wzh@gmail.com
get_expert_scores.py
in scripts/expert
 67 2 2024-08-09 2025-05-22 3 2 +164 / -8 510642032wzh@gmail.com 510642032wzh@gmail.com
utils.py
in root
 84 5 2024-08-09 2024-08-12 2 2 +116 / -0 geeeekexplorer@users.norepl... 112086423+zihanwang314@user...
esft.py
in root
 127 12 2024-08-09 2025-05-22 3 3 +75 / -12 geeeekexplorer@users.norepl... 510642032wzh@gmail.com
base.yaml
in configs
 19 - 2024-08-09 2025-05-22 3 3 +69 / -7 geeeekexplorer@users.norepl... 510642032wzh@gmail.com
153 21 2024-07-11 2025-05-22 2 2 +4 / -5 112086423+zihanwang314@user... 510642032wzh@gmail.com
__init__.py
in deepseek
 1 - 2024-08-09 2024-08-12 2 2 - geeeekexplorer@users.norepl... 112086423+zihanwang314@user...
1 -
eval.py
in scripts
 41 -
Files With Most Contributors (Top 14)
Based on the number of unique email addresses found in commits.

See data for all files...

File# lines# unitscreatedlast modified# changes
(days)		# contributorsline
churn		first
contributor		latest
contributor
205 1 2024-08-09 2025-05-22 3 4 +458 / -30 geeeekexplorer@users.norepl... 510642032wzh@gmail.com
esft.py
in root
 127 12 2024-08-09 2025-05-22 3 3 +75 / -12 geeeekexplorer@users.norepl... 510642032wzh@gmail.com
1389 60 2024-08-09 2025-05-22 3 3 +3837 / -1 geeeekexplorer@users.norepl... 510642032wzh@gmail.com
base.yaml
in configs
 19 - 2024-08-09 2025-05-22 3 3 +69 / -7 geeeekexplorer@users.norepl... 510642032wzh@gmail.com
79 2 2024-08-09 2025-05-22 3 2 +192 / -8 510642032wzh@gmail.com 510642032wzh@gmail.com
get_expert_scores.py
in scripts/expert
 67 2 2024-08-09 2025-05-22 3 2 +164 / -8 510642032wzh@gmail.com 510642032wzh@gmail.com
generate_expert_config.py
in scripts/expert
 72 2 2024-08-09 2025-05-22 3 2 +197 / -3 510642032wzh@gmail.com 510642032wzh@gmail.com
__init__.py
in deepseek
 1 - 2024-08-09 2024-08-12 2 2 - geeeekexplorer@users.norepl... 112086423+zihanwang314@user...
97 1 2024-08-09 2024-08-12 2 2 +412 / -0 geeeekexplorer@users.norepl... 112086423+zihanwang314@user...
utils.py
in root
 84 5 2024-08-09 2024-08-12 2 2 +116 / -0 geeeekexplorer@users.norepl... 112086423+zihanwang314@user...
train.py
in root
 93 1 2024-08-09 2024-08-12 2 2 +234 / -0 geeeekexplorer@users.norepl... 112086423+zihanwang314@user...
153 21 2024-07-11 2025-05-22 2 2 +4 / -5 112086423+zihanwang314@user... 510642032wzh@gmail.com
1 -
eval.py
in scripts
 41 -
Files With Least Contributors (Top 14)
Based on the number of unique email addresses found in commits.

See data for all files...

File# lines# unitscreatedlast modified# changes
(days)		# contributorsline
churn		first
contributor		latest
contributor
eval.py
in scripts
 41 -
1 -
153 21 2024-07-11 2025-05-22 2 2 +4 / -5 112086423+zihanwang314@user... 510642032wzh@gmail.com
97 1 2024-08-09 2024-08-12 2 2 +412 / -0 geeeekexplorer@users.norepl... 112086423+zihanwang314@user...
train.py
in root
 93 1 2024-08-09 2024-08-12 2 2 +234 / -0 geeeekexplorer@users.norepl... 112086423+zihanwang314@user...
utils.py
in root
 84 5 2024-08-09 2024-08-12 2 2 +116 / -0 geeeekexplorer@users.norepl... 112086423+zihanwang314@user...
79 2 2024-08-09 2025-05-22 3 2 +192 / -8 510642032wzh@gmail.com 510642032wzh@gmail.com
generate_expert_config.py
in scripts/expert
 72 2 2024-08-09 2025-05-22 3 2 +197 / -3 510642032wzh@gmail.com 510642032wzh@gmail.com
get_expert_scores.py
in scripts/expert
 67 2 2024-08-09 2025-05-22 3 2 +164 / -8 510642032wzh@gmail.com 510642032wzh@gmail.com
__init__.py
in deepseek
 1 - 2024-08-09 2024-08-12 2 2 - geeeekexplorer@users.norepl... 112086423+zihanwang314@user...
1389 60 2024-08-09 2025-05-22 3 3 +3837 / -1 geeeekexplorer@users.norepl... 510642032wzh@gmail.com
esft.py
in root
 127 12 2024-08-09 2025-05-22 3 3 +75 / -12 geeeekexplorer@users.norepl... 510642032wzh@gmail.com
base.yaml
in configs
 19 - 2024-08-09 2025-05-22 3 3 +69 / -7 geeeekexplorer@users.norepl... 510642032wzh@gmail.com
205 1 2024-08-09 2025-05-22 3 4 +458 / -30 geeeekexplorer@users.norepl... 510642032wzh@gmail.com
Correlations

File Size vs. Number of Changes: 12 points

configs/base.yaml x: 19 lines of code y: 3 # changes train_ep.py x: 205 lines of code y: 3 # changes benchmarks.py x: 153 lines of code y: 2 # changes deepseek/modeling_deepseek.py x: 1389 lines of code y: 3 # changes esft.py x: 127 lines of code y: 3 # changes eval_multigpu.py x: 79 lines of code y: 3 # changes scripts/expert/generate_expert_config.py x: 72 lines of code y: 3 # changes scripts/expert/get_expert_scores.py x: 67 lines of code y: 3 # changes deepseek/__init__.py x: 1 lines of code y: 2 # changes deepseek/configuration_deepseek.py x: 97 lines of code y: 2 # changes train.py x: 93 lines of code y: 2 # changes utils.py x: 84 lines of code y: 2 # changes
3.0
# changes
  min: 2.0
  average: 2.58
  25th percentile: 2.0
  median: 3.0
  75th percentile: 3.0
  max: 3.0
0 1389.0
lines of code
min: 1.0 | average: 198.83 | 25th percentile: 68.25 | median: 88.5 | 75th percentile: 146.5 | max: 1389.0

Number of Contributors vs. Number of Changes: 12 points

configs/base.yaml x: 3 # contributors y: 3 # changes train_ep.py x: 4 # contributors y: 3 # changes benchmarks.py x: 2 # contributors y: 2 # changes eval_multigpu.py x: 2 # contributors y: 3 # changes
3.0
# changes
  min: 2.0
  average: 2.58
  25th percentile: 2.0
  median: 3.0
  75th percentile: 3.0
  max: 3.0
0 4.0
# contributors
min: 2.0 | average: 2.42 | 25th percentile: 2.0 | median: 2.0 | 75th percentile: 3.0 | max: 4.0

Number of Contributors vs. File Size: 12 points

configs/base.yaml x: 3 # contributors y: 19 lines of code train_ep.py x: 4 # contributors y: 205 lines of code benchmarks.py x: 2 # contributors y: 153 lines of code deepseek/modeling_deepseek.py x: 3 # contributors y: 1389 lines of code esft.py x: 3 # contributors y: 127 lines of code eval_multigpu.py x: 2 # contributors y: 79 lines of code scripts/expert/generate_expert_config.py x: 2 # contributors y: 72 lines of code scripts/expert/get_expert_scores.py x: 2 # contributors y: 67 lines of code deepseek/__init__.py x: 2 # contributors y: 1 lines of code deepseek/configuration_deepseek.py x: 2 # contributors y: 97 lines of code utils.py x: 2 # contributors y: 84 lines of code
1389.0
lines of code
  min: 1.0
  average: 198.83
  25th percentile: 68.25
  median: 88.5
  75th percentile: 146.5
  max: 1389.0
0 4.0
# contributors
min: 2.0 | average: 2.42 | 25th percentile: 2.0 | median: 2.0 | 75th percentile: 3.0 | max: 4.0

Number of Changes vs. Line Churn: 130 points

.gitignore x: 3 # changes y: 6 line churn README.md x: 6 # changes y: 142 line churn configs/base.yaml x: 3 # changes y: 76 line churn scripts/train_ep.sh x: 3 # changes y: 49 line churn train_ep.py x: 3 # changes y: 488 line churn benchmarks.py x: 2 # changes y: 9 line churn deepseek/modeling_deepseek.py x: 3 # changes y: 3838 line churn eval_multigpu.py x: 3 # changes y: 200 line churn results/completions/token/new/intent/.rank_0 x: 1 # changes y: 250 line churn results/expert_scores/intent/expert_weights_1.txt x: 1 # changes y: 127 line churn results/expert_scores/intent/summary.json x: 1 # changes y: 2 line churn results/expert_scores/law/expert_weights_1.txt x: 1 # changes y: 33 line churn scripts/eval_expert.sh x: 3 # changes y: 44 line churn scripts/expert/get_expert_scores.py x: 3 # changes y: 172 line churn scripts/train.sh x: 3 # changes y: 28 line churn deepseek/configuration_deepseek.py x: 2 # changes y: 412 line churn scripts/generate_expert_config.py x: 2 # changes y: 100 line churn scripts/generate_expert_config.sh x: 2 # changes y: 28 line churn scripts/get_expert_scores.py x: 2 # changes y: 150 line churn train.py x: 2 # changes y: 234 line churn utils.py x: 2 # changes y: 116 line churn
3838.0
line churn
  min: 2.0
  average: 95.94
  25th percentile: 24.25
  median: 40.0
  75th percentile: 127.0
  max: 3838.0
0 6.0
# changes
min: 1.0 | average: 1.28 | 25th percentile: 1.0 | median: 1.0 | 75th percentile: 1.0 | max: 6.0

Number of Contributors vs. Line Churn: 11 points

configs/base.yaml x: 3 # contributors y: 76 line churn train_ep.py x: 4 # contributors y: 488 line churn benchmarks.py x: 2 # contributors y: 9 line churn deepseek/modeling_deepseek.py x: 3 # contributors y: 3838 line churn eval_multigpu.py x: 2 # contributors y: 200 line churn scripts/expert/get_expert_scores.py x: 2 # contributors y: 172 line churn deepseek/configuration_deepseek.py x: 2 # contributors y: 412 line churn train.py x: 2 # contributors y: 234 line churn utils.py x: 2 # contributors y: 116 line churn
3838.0
line churn
  min: 9.0
  average: 530.18
  25th percentile: 87.0
  median: 200.0
  75th percentile: 412.0
  max: 3838.0
0 4.0
# contributors
min: 2.0 | average: 2.45 | 25th percentile: 2.0 | median: 2.0 | 75th percentile: 3.0 | max: 4.0

File Size vs. Line Churn: 11 points

configs/base.yaml x: 19 lines of code y: 76 line churn train_ep.py x: 205 lines of code y: 488 line churn benchmarks.py x: 153 lines of code y: 9 line churn deepseek/modeling_deepseek.py x: 1389 lines of code y: 3838 line churn esft.py x: 127 lines of code y: 87 line churn eval_multigpu.py x: 79 lines of code y: 200 line churn scripts/expert/generate_expert_config.py x: 72 lines of code y: 200 line churn scripts/expert/get_expert_scores.py x: 67 lines of code y: 172 line churn deepseek/configuration_deepseek.py x: 97 lines of code y: 412 line churn train.py x: 93 lines of code y: 234 line churn utils.py x: 84 lines of code y: 116 line churn
3838.0
line churn
  min: 9.0
  average: 530.18
  25th percentile: 87.0
  median: 200.0
  75th percentile: 412.0
  max: 3838.0
0 1389.0
lines of code
min: 19.0 | average: 216.82 | 25th percentile: 72.0 | median: 93.0 | 75th percentile: 153.0 | max: 1389.0