tensorflow / agents
Duplication

Places in code with 6 or more lines that are exactly the same.

Intro
  • For duplication, we look at places in code where there are 6 or more lines of code that are exactly the same.
  • Before duplication is calculated, the code is cleaned to remove empty lines, comments, and frequently duplicated constructs such as imports.
  • You should aim at having as little as possible (<5%) of duplicated code as high-level of duplication can lead to maintenance difficulties, poor factoring, and logical contradictions.
Learn more...
Duplication Overall
  • 11% duplication:
    • 25,719 cleaned lines of cleaned code (without empty lines, comments, and frequently duplicated constructs such as imports)
    • 3,060 duplicated lines
  • 261 duplicates
system11% (3,060 lines)
Duplication per Extension
py11% (3,060 lines)
Duplication per Component (primary)
tf_agents/bandits23% (1,215 lines)
tf_agents/agents16% (842 lines)
tf_agents/policies9% (287 lines)
tf_agents/networks12% (190 lines)
tf_agents/metrics13% (100 lines)
tf_agents/replay_buffers5% (94 lines)
tf_agents/trajectories15% (91 lines)
tf_agents/utils2% (60 lines)
tf_agents/train6% (54 lines)
tf_agents/environments2% (49 lines)
tf_agents/drivers15% (40 lines)
tf_agents/keras_layers7% (38 lines)
tf_agents/distributions0% (0 lines)
tf_agents/experimental0% (0 lines)
tf_agents0% (0 lines)
tf_agents/system0% (0 lines)
tf_agents/eval0% (0 lines)
tf_agents/typing0% (0 lines)
tf_agents/benchmark0% (0 lines)
ROOT0% (0 lines)
tools0% (0 lines)

Duplication Between Components (50+ lines)

G tf_agents/bandits tf_agents/bandits tf_agents/networks tf_agents/networks tf_agents/bandits--tf_agents/networks 56 tf_agents/agents tf_agents/agents tf_agents/agents--tf_agents/bandits 51 tf_agents/agents--tf_agents/networks 53

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Longest Duplicates
The list of 20 longest duplicates.
See data for all 261 duplicates...
Size#FoldersFilesLinesCode
43 x 2 tf_agents/policies/samplers
tf_agents/policies/samplers
cem_actions_sampler_continuous.py
cem_actions_sampler_continuous_and_on...
 122:176 (40%)
380:434 (15%)
 view
32 x 2 tf_agents/bandits/environments
tf_agents/bandits/environments
drifting_linear_environment.py
piecewise_stochastic_environment.py
 155:191 (24%)
114:150 (25%)
 view
25 x 2 tf_agents/bandits/policies
tf_agents/bandits/policies
boltzmann_reward_prediction_policy.py
greedy_reward_prediction_policy.py
 191:219 (13%)
150:178 (18%)
 view
23 x 2 tf_agents/agents/ppo
tf_agents/agents/ppo
ppo_agent.py
ppo_clip_agent.py
 116:138 (2%)
72:94 (31%)
 view
22 x 2 tf_agents/bandits/policies
tf_agents/bandits/policies
boltzmann_reward_prediction_policy.py
greedy_reward_prediction_policy.py
 141:164 (11%)
105:128 (16%)
 view
22 x 2 tf_agents/agents/dqn
tf_agents/agents/qtopt
dqn_agent.py
qtopt_agent.py
 393:418 (7%)
499:526 (6%)
 view
19 x 2 tf_agents/bandits/networks
tf_agents/networks
heteroscedastic_q_network.py
q_network.py
 105:125 (28%)
100:120 (33%)
 view
18 x 2 tf_agents/bandits/policies
tf_agents/bandits/policies
greedy_multi_objective_neural_policy.py
greedy_reward_prediction_policy.py
 85:147 (9%)
50:100 (13%)
 view
17 x 2 tf_agents/agents/cql
tf_agents/agents/sac
cql_sac_agent.py
sac_agent.py
 72:88 (3%)
72:88 (3%)
 view
17 x 2 tf_agents/bandits/environments
tf_agents/bandits/environments
drifting_linear_environment.py
piecewise_stochastic_environment.py
 207:227 (13%)
184:204 (13%)
 view
17 x 2 tf_agents/agents/ddpg
tf_agents/agents/td3
ddpg_agent.py
td3_agent.py
 243:260 (7%)
289:306 (5%)
 view
16 x 2 tf_agents/bandits/agents
tf_agents/bandits/agents
greedy_multi_objective_neural_agent.py
greedy_reward_prediction_agent.py
 192:211 (8%)
223:242 (7%)
 view
16 x 2 tf_agents/bandits/policies
tf_agents/bandits/policies
boltzmann_reward_prediction_policy.py
greedy_reward_prediction_policy.py
 167:184 (8%)
131:148 (11%)
 view
15 x 2 tf_agents/metrics
tf_agents/metrics
tf_metrics.py
tf_metrics.py
 168:190 (5%)
252:274 (5%)
 view
15 x 2 tf_agents/metrics
tf_agents/metrics
tf_metrics.py
tf_metrics.py
 168:190 (5%)
210:232 (5%)
 view
15 x 2 tf_agents/bandits/agents
tf_agents/bandits/agents
lin_ucb_agent.py
linear_bandit_agent.py
 51:65 (35%)
157:171 (4%)
 view
15 x 2 tf_agents/agents/sac
tf_agents/agents/td3
sac_agent.py
td3_agent.py
 454:472 (3%)
248:264 (4%)
 view
15 x 2 tf_agents/bandits/agents
tf_agents/bandits/agents
neural_boltzmann_agent.py
neural_epsilon_greedy_agent.py
 127:141 (27%)
136:150 (30%)
 view
15 x 2 tf_agents/metrics
tf_agents/metrics
tf_metrics.py
tf_metrics.py
 210:232 (5%)
252:274 (5%)
 view
15 x 2 tf_agents/agents/cql
tf_agents/agents/sac
cql_sac_agent.py
sac_agent.py
 752:771 (3%)
549:568 (3%)
 view
Duplicated Units
The list of top 6 duplicated units.
See data for all 6 unit duplicates...
Size#FoldersFilesLinesCode
11 x 2 tf_agents/metrics
tf_agents/metrics
tf_metrics.py
tf_metrics.py
 0:0 
0:0 
 view
7 x 2 tf_agents/bandits/environments
tf_agents/bandits/environments
piecewise_stochastic_environment.py
drifting_linear_environment.py
 0:0 
0:0 
 view
6 x 2 tf_agents/bandits/environments
tf_agents/bandits/environments
piecewise_stochastic_environment.py
drifting_linear_environment.py
 0:0 
0:0 
 view
6 x 2 tf_agents/replay_buffers
tf_agents/replay_buffers
replay_buffer.py
replay_buffer.py
 0:0 
0:0 
 view
7 x 2 tf_agents/replay_buffers
tf_agents/replay_buffers
reverb_utils.py
reverb_utils.py
 0:0 
0:0 
 view
8 x 2 tf_agents/policies/samplers
tf_agents/policies/samplers
cem_actions_sampler.py
cem_actions_sampler.py
 0:0 
0:0 
 view