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- (rlpyt) seita@tripel:~/rlpyt (master) $ python experiments/plot_rollout_classification.py --game beam_rider
- Plotting results from classifying states as belonging to snapshots, from:
- /data/seita/rlpyt/data/local/classify_1/dqn_roll_notrain_beam_rider_sticky-20200226/classifier-2020-02-26-09-53
- /data/seita/rlpyt/data/local/classify_1/dqn_roll_notrain_beam_rider_sticky-20200226/classifier-2020-02-26-10-19
- /data/seita/rlpyt/data/local/classify_1/dqn_roll_notrain_beam_rider_sticky-20200226/classifier-2020-02-26-10-44
- /data/seita/rlpyt/data/local/classify_1/dqn_roll_notrain_beam_rider_sticky-20200226/classifier-2020-02-26-11-08
- /data/seita/rlpyt/data/local/classify_1/dqn_roll_notrain_beam_rider_sticky-20200226/classifier-2020-02-26-12-56
- /data/seita/rlpyt/data/local/classify_1/dqn_roll_notrain_beam_rider_sticky-20200226/classifier-2020-02-26-15-14
- /data/seita/rlpyt/data/local/classify_1/dqn_roll_notrain_beam_rider_sticky-20200227/classifier-2020-02-27-09-29
- /data/seita/rlpyt/data/local/classify_1/dqn_roll_notrain_beam_rider_sticky-20200227/classifier-2020-02-27-11-13
- /data/seita/rlpyt/data/local/classify_1/dqn_roll_notrain_beam_rider_sticky-20200227/classifier-2020-02-27-13-21
- ss idx: 10 (early)
- ss idx: 20 (mid)
- ss idx: 80 (late)
- Just saved: /data/seita/rlpyt/data/local/classify_1/results_classify_states_beam_rider.png
- Confusion matrix for:
- /data/seita/rlpyt/data/local/teachers/ddqn_teacher_beam_rider_sticky/run_00-20200216/snapshots/params_csteps_08099960_itr_00202499.tar
- /data/seita/rlpyt/data/local/teachers/ddqn_teacher_beam_rider_sticky/run_01-20200220/snapshots/params_csteps_08099960_itr_00202499.tar
- /data/seita/rlpyt/data/local/teachers/ddqn_teacher_beam_rider_sticky/run_02-20200220/snapshots/params_csteps_08099960_itr_00202499.tar
- /data/seita/rlpyt/data/local/teachers/ddqn_teacher_beam_rider_sticky/run_03-20200221/snapshots/params_csteps_08099960_itr_00202499.tar
- /data/seita/rlpyt/data/local/teachers/ddqn_teacher_beam_rider_sticky/run_04-20200221/snapshots/params_csteps_08099960_itr_00202499.tar
- /data/seita/rlpyt/data/local/teachers/ddqn_teacher_beam_rider_sticky/run_05-20200221/snapshots/params_csteps_08099960_itr_00202499.tar
- /data/seita/rlpyt/data/local/teachers/ddqn_teacher_beam_rider_sticky/run_06-20200221/snapshots/params_csteps_08099960_itr_00202499.tar
- /data/seita/rlpyt/data/local/teachers/ddqn_teacher_beam_rider_sticky/run_07-20200222/snapshots/params_csteps_08099960_itr_00202499.tar
- /data/seita/rlpyt/data/local/teachers/ddqn_teacher_beam_rider_sticky/run_08-20200222/snapshots/params_csteps_08099960_itr_00202499.tar
- /data/seita/rlpyt/data/local/teachers/ddqn_teacher_beam_rider_sticky/run_09-20200222/snapshots/params_csteps_08099960_itr_00202499.tar
- Forming a confusion matrix. len(pred,true) = 499600,499600
- Just a reminder, train args:
- {'batch_size': 64, 'cuda_idx': 0, 'data': None, 'date': '2020-02-27-13-21', 'early_stop': 2, 'game': 'beam_rider', 'itrs_per_collection': 1250, 'l2reg': 5e-05, 'load_paths': ['/data/seita/rlpyt/data/local/teachers/ddqn_teacher_beam_rider_sticky/run_00-20200216', '/data/seita/rlpyt/data/local/teachers/ddqn_teacher_beam_rider_sticky/run_01-20200220', '/data/seita/rlpyt/data/local/teachers/ddqn_teacher_beam_rider_sticky/run_02-20200220', '/data/seita/rlpyt/data/local/teachers/ddqn_teacher_beam_rider_sticky/run_03-20200221', '/data/seita/rlpyt/data/local/teachers/ddqn_teacher_beam_rider_sticky/run_04-20200221', '/data/seita/rlpyt/data/local/teachers/ddqn_teacher_beam_rider_sticky/run_05-20200221', '/data/seita/rlpyt/data/local/teachers/ddqn_teacher_beam_rider_sticky/run_06-20200221', '/data/seita/rlpyt/data/local/teachers/ddqn_teacher_beam_rider_sticky/run_07-20200222', '/data/seita/rlpyt/data/local/teachers/ddqn_teacher_beam_rider_sticky/run_08-20200222', '/data/seita/rlpyt/data/local/teachers/ddqn_teacher_beam_rider_sticky/run_09-20200222'], 'log_interval_steps': 10000.0, 'lrate': 0.0001, 'multi_agent': True, 'multi_agent_num': 10, 'multi_agent_snap': 80, 'n_cycles': 20, 'n_cycles_min': 2, 'n_epochs_per_cycle': 4, 'n_parallel': 10, 'one_agent': False, 'one_agent_idx': 0, 'one_agent_int': 15, 'one_agent_max_cls': 5, 'remove_game_score': True, 'replay_size_per_agent': 50000.0, 'sampler': 'gpu', 'sticky_frames': True}
- CM:
- [[19328 4667 2307 2786 3836 1954 3924 2825 3314 5019]
- [ 4717 15619 3260 2608 4413 3271 4985 3783 4460 2844]
- [ 3157 2548 15687 4715 5056 3791 3398 3288 2688 5632]
- [ 4596 2859 4670 11507 5985 4246 4159 3278 4171 4489]
- [ 3820 2593 4002 4159 14048 6167 4117 3908 3975 3171]
- [ 2742 2745 3025 3665 7191 15437 4373 3568 4475 2739]
- [ 5380 4006 2816 3566 5040 3822 13653 3201 5365 3111]
- [ 4093 3449 3421 3202 5220 3531 4211 12557 5675 4601]
- [ 4655 3504 2982 3208 4589 3527 5654 5176 13241 3424]
- [ 4879 1836 4915 3021 3114 1118 2886 2216 1732 24243]]
- normalized CM:
- [[0.3869 0.0934 0.0462 0.0558 0.0768 0.0391 0.0785 0.0565 0.0663 0.1005]
- [0.0944 0.3126 0.0653 0.0522 0.0883 0.0655 0.0998 0.0757 0.0893 0.0569]
- [0.0632 0.051 0.314 0.0944 0.1012 0.0759 0.068 0.0658 0.0538 0.1127]
- [0.092 0.0572 0.0935 0.2303 0.1198 0.085 0.0832 0.0656 0.0835 0.0899]
- [0.0765 0.0519 0.0801 0.0832 0.2812 0.1234 0.0824 0.0782 0.0796 0.0635]
- [0.0549 0.0549 0.0605 0.0734 0.1439 0.309 0.0875 0.0714 0.0896 0.0548]
- [0.1077 0.0802 0.0564 0.0714 0.1009 0.0765 0.2733 0.0641 0.1074 0.0623]
- [0.0819 0.069 0.0685 0.0641 0.1045 0.0707 0.0843 0.2513 0.1136 0.0921]
- [0.0932 0.0701 0.0597 0.0642 0.0919 0.0706 0.1132 0.1036 0.265 0.0685]
- [0.0977 0.0367 0.0984 0.0605 0.0623 0.0224 0.0578 0.0444 0.0347 0.4852]]
- tot_per_class: [49960, 49960, 49960, 49960, 49960, 49960, 49960, 49960, 49960, 49960]
- Just saved confusion matrix of 10 classes: /data/seita/rlpyt/data/local/classify_1/dqn_roll_notrain_beam_rider_sticky-20200227/classifier-2020-02-27-13-21/confuse_mat_beam_rider_norm_True.png
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