wandb: Detected [openai] in use.
wandb: Use W&B Weave for improved LLM call tracing. Install Weave with `pip install weave` then add `import weave` to the top of your script.
wandb: For more information, check out the docs at: https://weave-docs.wandb.ai/
Checkpoint tracker file does not exist: /mnt/mole/SDPO/L2T/checkpoints/datasets/sciknoweval/chemistry/qwen3gen-chemistry-RLRT_TR-Qwen-Qwen3-4B-mbs8-tr0.1-decay0-train32-rollout8-lr1e-6-vllm0.8-epsw0.5/latest_checkpointed_iteration.txt
Training from scratch
Training Progress:   9%|▉         | 9/100 [05:54<50:13, 33.12s/it]  
step:1 - global_seqlen/min:15057 - global_seqlen/max:20373 - global_seqlen/minmax_diff:5316 - global_seqlen/balanced_min:18455 - global_seqlen/balanced_max:18459 - global_seqlen/mean:18457.75 - actor/entropy:0.22499887645244598 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.4349766969680786 - training/rollout_probs_diff_mean:0.006017748732119799 - training/rollout_probs_diff_std:0.015637220814824104 - training/rollout_actor_probs_pearson_corr:0.9975607395172119 - self_distillation/success_group_fraction:0.8125 - self_distillation/success_sample_fraction:0.8046875 - self_distillation/correct_sample_fraction:0.58203125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.8046875 - rollout_corr/rollout_is_mean:0.999782145023346 - rollout_corr/rollout_is_ratio_fraction_high:3.675839980132878e-05 - rollout_corr/rollout_is_ratio_fraction_low:4.901119973510504e-05 - rollout_corr/rollout_is_max:2.4967167377471924 - rollout_corr/rollout_is_min:0.33311426639556885 - rollout_corr/rollout_is_std:0.04781106114387512 - rollout_corr/rollout_is_eff_sample_size:0.9977183070180613 - rollout_corr/rollout_is_seq_mean:0.999800443649292 - rollout_corr/rollout_is_seq_std:0.003035022644326091 - rollout_corr/rollout_is_seq_max:1.0061689615249634 - rollout_corr/rollout_is_seq_min:0.9899730086326599 - rollout_corr/rollout_is_seq_max_deviation:0.010026991367340088 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.2741285543888807) - rollout_corr/training_log_ppl:np.float64(0.2387645641574636) - rollout_corr/kl:np.float64(0.0013838674568233955) - rollout_corr/k3_kl:np.float64(0.00118432248211775) - rollout_corr/rollout_ppl:np.float64(1.2723027379252017) - rollout_corr/rollout_log_ppl:np.float64(0.2373806961986702) - rollout_corr/log_ppl_diff:np.float64(0.0013838679587934166) - rollout_corr/log_ppl_abs_diff:np.float64(0.0025898990279529244) - rollout_corr/log_ppl_diff_max:np.float64(0.011927038431167603) - rollout_corr/log_ppl_diff_min:np.float64(-0.004742622375488281) - rollout_corr/ppl_ratio:np.float64(1.0013895111624151) - rollout_corr/chi2_token:np.float64(0.0019628091249614954) - rollout_corr/chi2_seq:np.float64(0.3972571308258921) - actor/pg_loss:np.float64(-0.002437925082631409) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0) - actor/ppo_kl:np.float64(0.0) - actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.57421875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.8046875) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.58203125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.58203125) - self_distillation/token_reweight_w_mean:np.float64(224545.81224459666) - self_distillation/token_reweight_w_std:np.float64(3271801.339775958) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.006429853849113) - self_distillation/token_reweight_w_clip_frac:np.float64(0.04160812655754853) - self_distillation/empty_target_batch:np.float64(0.1953125) - actor/grad_norm:np.float64(0.7002078518271446) - perf/mfu/actor:np.float64(0.026344460276715657) - perf/max_memory_allocated_gb:np.float64(116.94683170318604) - perf/max_memory_reserved_gb:np.float64(121.12109375) - perf/cpu_memory_used_gb:np.float64(157.26221084594727) - actor/lr:np.float64(0.0) - training/global_step:1 - training/epoch:0 - critic/score/mean:0.58203125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.58203125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.004121535457670689 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:-0.004121535457670689 - critic/retu
step:2 - global_seqlen/min:17389 - global_seqlen/max:27387 - global_seqlen/minmax_diff:9998 - global_seqlen/balanced_min:21005 - global_seqlen/balanced_max:27880 - global_seqlen/mean:21870.875 - actor/entropy:0.20000094175338745 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.5486331582069397 - training/rollout_probs_diff_mean:0.005500189494341612 - training/rollout_probs_diff_std:0.015579772181808949 - training/rollout_actor_probs_pearson_corr:0.9973452687263489 - self_distillation/success_group_fraction:0.53125 - self_distillation/success_sample_fraction:0.5234375 - self_distillation/correct_sample_fraction:0.36328125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.5234375 - rollout_corr/rollout_is_mean:0.9998818039894104 - rollout_corr/rollout_is_ratio_fraction_high:3.219471182092093e-05 - rollout_corr/rollout_is_ratio_fraction_low:9.65841391007416e-05 - rollout_corr/rollout_is_max:2.146192789077759 - rollout_corr/rollout_is_min:0.24953557550907135 - rollout_corr/rollout_is_std:0.045125748962163925 - rollout_corr/rollout_is_eff_sample_size:0.997967211515526 - rollout_corr/rollout_is_seq_mean:0.9999446868896484 - rollout_corr/rollout_is_seq_std:0.002928209723904729 - rollout_corr/rollout_is_seq_max:1.0095311403274536 - rollout_corr/rollout_is_seq_min:0.9910203218460083 - rollout_corr/rollout_is_seq_max_deviation:0.009531140327453613 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.2720289905555546) - rollout_corr/training_log_ppl:np.float64(0.2371558125159936) - rollout_corr/kl:np.float64(0.0011861947057285605) - rollout_corr/k3_kl:np.float64(0.0011850619737856505) - rollout_corr/rollout_ppl:np.float64(1.2704973802901804) - rollout_corr/rollout_log_ppl:np.float64(0.2359696167114862) - rollout_corr/log_ppl_diff:np.float64(0.0011861958045074061) - rollout_corr/log_ppl_abs_diff:np.float64(0.0025492703572354003) - rollout_corr/log_ppl_diff_max:np.float64(0.011205285787582397) - rollout_corr/log_ppl_diff_min:np.float64(-0.007976621389389038) - rollout_corr/ppl_ratio:np.float64(1.0011915627401322) - rollout_corr/chi2_token:np.float64(0.0023657511919736862) - rollout_corr/chi2_seq:np.float64(0.8103676130995154) - actor/pg_loss:np.float64(-0.00604336813557893) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.00055782027902751) - actor/ppo_kl:np.float64(-6.959086137925397e-05) - actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.35546875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.5234375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.36328125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.36328125) - self_distillation/token_reweight_w_mean:np.float64(95936.38513331744) - self_distillation/token_reweight_w_std:np.float64(1294514.7583132386) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0087686085607857) - self_distillation/token_reweight_w_clip_frac:np.float64(0.023630257113836706) - self_distillation/empty_target_batch:np.float64(0.4765625) - actor/grad_norm:np.float64(0.5214219763875008) - perf/mfu/actor:np.float64(0.038484253976189514) - perf/max_memory_allocated_gb:np.float64(124.1568717956543) - perf/max_memory_reserved_gb:np.float64(130.61328125) - perf/cpu_memory_used_gb:np.float64(150.14824676513672) - actor/lr:np.float64(1e-07) - training/global_step:2 - training/epoch:0 - critic/score/mean:0.36328125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.36328125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.041619714349508286 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns
step:3 - global_seqlen/min:17415 - global_seqlen/max:24447 - global_seqlen/minmax_diff:7032 - global_seqlen/balanced_min:20474 - global_seqlen/balanced_max:20486 - global_seqlen/mean:20482.625 - actor/entropy:0.22728508710861206 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.35421842336654663 - training/rollout_probs_diff_mean:0.005970314145088196 - training/rollout_probs_diff_std:0.015526454895734787 - training/rollout_actor_probs_pearson_corr:0.9975847005844116 - self_distillation/success_group_fraction:0.75 - self_distillation/success_sample_fraction:0.74609375 - self_distillation/correct_sample_fraction:0.4765625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.74609375 - rollout_corr/rollout_is_mean:1.0001945495605469 - rollout_corr/rollout_is_ratio_fraction_high:3.471057061688043e-05 - rollout_corr/rollout_is_ratio_fraction_low:0.0001041317154886201 - rollout_corr/rollout_is_max:2.5246241092681885 - rollout_corr/rollout_is_min:0.30831754207611084 - rollout_corr/rollout_is_std:0.04708687216043472 - rollout_corr/rollout_is_eff_sample_size:0.9977886808674328 - rollout_corr/rollout_is_seq_mean:1.0003247261047363 - rollout_corr/rollout_is_seq_std:0.0031992648728191853 - rollout_corr/rollout_is_seq_max:1.0185993909835815 - rollout_corr/rollout_is_seq_min:0.9929289221763611 - rollout_corr/rollout_is_seq_max_deviation:0.018599390983581543 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.283834823872894) - rollout_corr/training_log_ppl:np.float64(0.24659598447033204) - rollout_corr/kl:np.float64(0.0008092682972353771) - rollout_corr/k3_kl:np.float64(0.0012148819234880648) - rollout_corr/rollout_ppl:np.float64(1.2827893742360175) - rollout_corr/rollout_log_ppl:np.float64(0.2457867156190332) - rollout_corr/log_ppl_diff:np.float64(0.0008092688512988389) - rollout_corr/log_ppl_abs_diff:np.float64(0.0023890132433734834) - rollout_corr/log_ppl_diff_max:np.float64(0.011572092771530151) - rollout_corr/log_ppl_diff_min:np.float64(-0.014459267258644104) - rollout_corr/ppl_ratio:np.float64(1.0008145633619279) - rollout_corr/chi2_token:np.float64(0.0032709320075809956) - rollout_corr/chi2_seq:np.float64(3.9176662880927324) - actor/pg_loss:np.float64(-0.01368085469584912) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0011639479976111033) - actor/ppo_kl:np.float64(-7.153721985275752e-05) - actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.47265625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.74609375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.4765625) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.4765625) - self_distillation/token_reweight_w_mean:np.float64(83695.57269590627) - self_distillation/token_reweight_w_std:np.float64(1372881.8879148215) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0189710073173046) - self_distillation/token_reweight_w_clip_frac:np.float64(0.051662665529875085) - self_distillation/empty_target_batch:np.float64(0.25390625) - actor/grad_norm:np.float64(0.7481633126735687) - perf/mfu/actor:np.float64(0.038034019852860035) - perf/max_memory_allocated_gb:np.float64(124.1568717956543) - perf/max_memory_reserved_gb:np.float64(130.61328125) - perf/cpu_memory_used_gb:np.float64(148.1530680656433) - actor/lr:np.float64(2e-07) - training/global_step:3 - training/epoch:0 - critic/score/mean:0.4765625 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.4765625 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.0025700286496430635 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/retur
step:4 - global_seqlen/min:15366 - global_seqlen/max:23993 - global_seqlen/minmax_diff:8627 - global_seqlen/balanced_min:19661 - global_seqlen/balanced_max:19688 - global_seqlen/mean:19666.125 - actor/entropy:0.2505081593990326 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.4770219326019287 - training/rollout_probs_diff_mean:0.00637433584779501 - training/rollout_probs_diff_std:0.01571650616824627 - training/rollout_actor_probs_pearson_corr:0.9976479411125183 - self_distillation/success_group_fraction:0.6875 - self_distillation/success_sample_fraction:0.6640625 - self_distillation/correct_sample_fraction:0.32421875 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.6640625 - rollout_corr/rollout_is_mean:0.9998269081115723 - rollout_corr/rollout_is_ratio_fraction_high:3.806671884376556e-05 - rollout_corr/rollout_is_ratio_fraction_low:6.344453140627593e-05 - rollout_corr/rollout_is_max:2.525377035140991 - rollout_corr/rollout_is_min:0.06466545164585114 - rollout_corr/rollout_is_std:0.04785218462347984 - rollout_corr/rollout_is_eff_sample_size:0.9977146283883473 - rollout_corr/rollout_is_seq_mean:0.9998367428779602 - rollout_corr/rollout_is_seq_std:0.0031004019547253847 - rollout_corr/rollout_is_seq_max:1.0107793807983398 - rollout_corr/rollout_is_seq_min:0.9912439584732056 - rollout_corr/rollout_is_seq_max_deviation:0.010779380798339844 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.302055045031011) - rollout_corr/training_log_ppl:np.float64(0.26160509895998985) - rollout_corr/kl:np.float64(0.0014943640083817655) - rollout_corr/k3_kl:np.float64(0.0012085921383686582) - rollout_corr/rollout_ppl:np.float64(1.300076810643077) - rollout_corr/rollout_log_ppl:np.float64(0.26011073528206907) - rollout_corr/log_ppl_diff:np.float64(0.0014943636779207736) - rollout_corr/log_ppl_abs_diff:np.float64(0.0025834539846982807) - rollout_corr/log_ppl_diff_max:np.float64(0.011429667472839355) - rollout_corr/log_ppl_diff_min:np.float64(-0.006863683462142944) - rollout_corr/ppl_ratio:np.float64(1.0015000058338046) - rollout_corr/chi2_token:np.float64(0.00190494186244905) - rollout_corr/chi2_seq:np.float64(0.49212006689049304) - actor/pg_loss:np.float64(-0.009777287486940622) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0011612286220952228) - actor/ppo_kl:np.float64(0.00013098756965490566) - actor/pg_clipfrac_lower:np.float64(9.084302291739732e-06) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.30078125) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.6640625) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.32421875) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.32421875) - self_distillation/token_reweight_w_mean:np.float64(69895.88922098326) - self_distillation/token_reweight_w_std:np.float64(1210029.8800808396) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0110428715124726) - self_distillation/token_reweight_w_clip_frac:np.float64(0.028236168407602236) - self_distillation/empty_target_batch:np.float64(0.3359375) - actor/grad_norm:np.float64(0.6786952018737793) - perf/mfu/actor:np.float64(0.03667389445842017) - perf/max_memory_allocated_gb:np.float64(124.1568717956543) - perf/max_memory_reserved_gb:np.float64(130.61328125) - perf/cpu_memory_used_gb:np.float64(146.38317155838013) - actor/lr:np.float64(3e-07) - training/global_step:4 - training/epoch:0 - critic/score/mean:0.32421875 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.32421875 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.00021888363698963076 - critic/advantages/max:0.875 - critic/advantages/min:-0.8
step:5 - global_seqlen/min:16317 - global_seqlen/max:22289 - global_seqlen/minmax_diff:5972 - global_seqlen/balanced_min:19128 - global_seqlen/balanced_max:19321 - global_seqlen/mean:19153.75 - actor/entropy:0.22563745081424713 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.46267426013946533 - training/rollout_probs_diff_mean:0.006005923729389906 - training/rollout_probs_diff_std:0.015478511340916157 - training/rollout_actor_probs_pearson_corr:0.9975841045379639 - self_distillation/success_group_fraction:0.8125 - self_distillation/success_sample_fraction:0.7890625 - self_distillation/correct_sample_fraction:0.4765625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.7890625 - rollout_corr/rollout_is_mean:1.0000712871551514 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:0.00013225286966189742 - rollout_corr/rollout_is_max:1.9253485202789307 - rollout_corr/rollout_is_min:0.0742124617099762 - rollout_corr/rollout_is_std:0.04576318338513374 - rollout_corr/rollout_is_eff_sample_size:0.9979104641315376 - rollout_corr/rollout_is_seq_mean:0.9999951720237732 - rollout_corr/rollout_is_seq_std:0.00285343243740499 - rollout_corr/rollout_is_seq_max:1.0093456506729126 - rollout_corr/rollout_is_seq_min:0.9891939759254456 - rollout_corr/rollout_is_seq_max_deviation:0.010806024074554443 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.2762412102892995) - rollout_corr/training_log_ppl:np.float64(0.24127794973901473) - rollout_corr/kl:np.float64(0.001238740984087272) - rollout_corr/k3_kl:np.float64(0.0011404252032889417) - rollout_corr/rollout_ppl:np.float64(1.2746201963163912) - rollout_corr/rollout_log_ppl:np.float64(0.24003920886025298) - rollout_corr/log_ppl_diff:np.float64(0.001238740878761746) - rollout_corr/log_ppl_abs_diff:np.float64(0.0025335623213322833) - rollout_corr/log_ppl_diff_max:np.float64(0.009854808449745178) - rollout_corr/log_ppl_diff_min:np.float64(-0.0058096349239349365) - rollout_corr/ppl_ratio:np.float64(1.0012439030688256) - rollout_corr/chi2_token:np.float64(0.0020230496302247047) - rollout_corr/chi2_seq:np.float64(0.7183448898140341) - actor/pg_loss:np.float64(-0.009294921066612005) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0012075443391950103) - actor/ppo_kl:np.float64(7.506185637495832e-05) - actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.453125) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.7890625) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.4765625) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.4765625) - self_distillation/token_reweight_w_mean:np.float64(74047.14755191351) - self_distillation/token_reweight_w_std:np.float64(1142078.745951796) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0135229204315692) - self_distillation/token_reweight_w_clip_frac:np.float64(0.038463407137896866) - self_distillation/empty_target_batch:np.float64(0.2109375) - actor/grad_norm:np.float64(0.7149498164653778) - perf/mfu/actor:np.float64(0.03587059679205189) - perf/max_memory_allocated_gb:np.float64(124.1568717956543) - perf/max_memory_reserved_gb:np.float64(130.61328125) - perf/cpu_memory_used_gb:np.float64(144.98379755020142) - actor/lr:np.float64(4e-07) - training/global_step:5 - training/epoch:0 - critic/score/mean:0.4765625 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.4765625 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.005912304390221834 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:0.00591230439022183
step:6 - global_seqlen/min:17490 - global_seqlen/max:21520 - global_seqlen/minmax_diff:4030 - global_seqlen/balanced_min:19643 - global_seqlen/balanced_max:19670 - global_seqlen/mean:19648.5 - actor/entropy:0.22146157920360565 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.46641573309898376 - training/rollout_probs_diff_mean:0.005901004187762737 - training/rollout_probs_diff_std:0.015992717817425728 - training/rollout_actor_probs_pearson_corr:0.9974187016487122 - self_distillation/success_group_fraction:0.8125 - self_distillation/success_sample_fraction:0.796875 - self_distillation/correct_sample_fraction:0.46484375 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.796875 - rollout_corr/rollout_is_mean:0.9997836947441101 - rollout_corr/rollout_is_ratio_fraction_high:8.061915286816657e-05 - rollout_corr/rollout_is_ratio_fraction_low:0.00014972129429224879 - rollout_corr/rollout_is_max:3.9595818519592285 - rollout_corr/rollout_is_min:0.30933845043182373 - rollout_corr/rollout_is_std:0.04707358032464981 - rollout_corr/rollout_is_eff_sample_size:0.997787731407113 - rollout_corr/rollout_is_seq_mean:0.9997416734695435 - rollout_corr/rollout_is_seq_std:0.0028877081349492073 - rollout_corr/rollout_is_seq_max:1.0112254619598389 - rollout_corr/rollout_is_seq_min:0.9921257495880127 - rollout_corr/rollout_is_seq_max_deviation:0.011225461959838867 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.2654023668728769) - rollout_corr/training_log_ppl:np.float64(0.23237088686437346) - rollout_corr/kl:np.float64(0.0015894351110610216) - rollout_corr/k3_kl:np.float64(0.0012427059385800021) - rollout_corr/rollout_ppl:np.float64(1.2634083428420126) - rollout_corr/rollout_log_ppl:np.float64(0.23078145209001377) - rollout_corr/log_ppl_diff:np.float64(0.0015894347743596882) - rollout_corr/log_ppl_abs_diff:np.float64(0.002555731247412041) - rollout_corr/log_ppl_diff_max:np.float64(0.010114312171936035) - rollout_corr/log_ppl_diff_min:np.float64(-0.006799668073654175) - rollout_corr/ppl_ratio:np.float64(1.0015949057415128) - rollout_corr/chi2_token:np.float64(0.0019391619134694338) - rollout_corr/chi2_seq:np.float64(0.6057050966192037) - actor/pg_loss:np.float64(-0.010091927484609187) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0014044964168533625) - actor/ppo_kl:np.float64(0.00010713699306919011) - actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.44921875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.796875) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.46484375) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.46484375) - self_distillation/token_reweight_w_mean:np.float64(82429.04359611054) - self_distillation/token_reweight_w_std:np.float64(1407293.1947626956) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0128415043000132) - self_distillation/token_reweight_w_clip_frac:np.float64(0.03557678704964928) - self_distillation/empty_target_batch:np.float64(0.203125) - actor/grad_norm:np.float64(0.687902107834816) - perf/mfu/actor:np.float64(0.03696537830809919) - perf/max_memory_allocated_gb:np.float64(124.1568717956543) - perf/max_memory_reserved_gb:np.float64(130.61328125) - perf/cpu_memory_used_gb:np.float64(144.7214698791504) - actor/lr:np.float64(5e-07) - training/global_step:6 - training/epoch:0 - critic/score/mean:0.46484375 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.46484375 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.004523310344666243 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/me
step:7 - global_seqlen/min:15757 - global_seqlen/max:22341 - global_seqlen/minmax_diff:6584 - global_seqlen/balanced_min:18993 - global_seqlen/balanced_max:18995 - global_seqlen/mean:18993.75 - actor/entropy:0.2434617131948471 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.28004294633865356 - training/rollout_probs_diff_mean:0.006124085746705532 - training/rollout_probs_diff_std:0.015311960130929947 - training/rollout_actor_probs_pearson_corr:0.9977472424507141 - self_distillation/success_group_fraction:0.625 - self_distillation/success_sample_fraction:0.61328125 - self_distillation/correct_sample_fraction:0.37109375 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.61328125 - rollout_corr/rollout_is_mean:1.0001283884048462 - rollout_corr/rollout_is_ratio_fraction_high:5.130441422807053e-05 - rollout_corr/rollout_is_ratio_fraction_low:6.413051596609876e-05 - rollout_corr/rollout_is_max:2.677171230316162 - rollout_corr/rollout_is_min:0.3733181059360504 - rollout_corr/rollout_is_std:0.04644322395324707 - rollout_corr/rollout_is_eff_sample_size:0.9978482631168936 - rollout_corr/rollout_is_seq_mean:1.0001035928726196 - rollout_corr/rollout_is_seq_std:0.0029425201937556267 - rollout_corr/rollout_is_seq_max:1.009732723236084 - rollout_corr/rollout_is_seq_min:0.9931161403656006 - rollout_corr/rollout_is_seq_max_deviation:0.009732723236083984 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.3000642182305455) - rollout_corr/training_log_ppl:np.float64(0.259025068662595) - rollout_corr/kl:np.float64(0.0014259054552070438) - rollout_corr/k3_kl:np.float64(0.0012256781279802453) - rollout_corr/rollout_ppl:np.float64(1.2981883147731423) - rollout_corr/rollout_log_ppl:np.float64(0.2575991626945324) - rollout_corr/log_ppl_diff:np.float64(0.0014259059680625796) - rollout_corr/log_ppl_abs_diff:np.float64(0.002766881138086319) - rollout_corr/log_ppl_diff_max:np.float64(0.010360509157180786) - rollout_corr/log_ppl_diff_min:np.float64(-0.006343945860862732) - rollout_corr/ppl_ratio:np.float64(1.0014317585155368) - rollout_corr/chi2_token:np.float64(0.0020843015518039465) - rollout_corr/chi2_seq:np.float64(0.9733515831176192) - actor/pg_loss:np.float64(-0.009291365975514054) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0011070016544181271) - actor/ppo_kl:np.float64(0.00036229123159614574) - actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.359375) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.61328125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.37109375) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.37109375) - self_distillation/token_reweight_w_mean:np.float64(109742.739914526) - self_distillation/token_reweight_w_std:np.float64(1878350.0229355805) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0135874634142965) - self_distillation/token_reweight_w_clip_frac:np.float64(0.03750314726494253) - self_distillation/empty_target_batch:np.float64(0.38671875) - actor/grad_norm:np.float64(0.6249106377363205) - perf/mfu/actor:np.float64(0.035770820824485614) - perf/max_memory_allocated_gb:np.float64(124.1568717956543) - perf/max_memory_reserved_gb:np.float64(130.61328125) - perf/cpu_memory_used_gb:np.float64(144.63228607177734) - actor/lr:np.float64(6e-07) - training/global_step:7 - training/epoch:0 - critic/score/mean:0.37109375 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.37109375 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.004465087316930294 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/m
step:8 - global_seqlen/min:17674 - global_seqlen/max:25098 - global_seqlen/minmax_diff:7424 - global_seqlen/balanced_min:20836 - global_seqlen/balanced_max:20841 - global_seqlen/mean:20839.625 - actor/entropy:0.22009536623954773 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.3016964793205261 - training/rollout_probs_diff_mean:0.005959751550108194 - training/rollout_probs_diff_std:0.015843087807297707 - training/rollout_actor_probs_pearson_corr:0.9974050521850586 - self_distillation/success_group_fraction:0.8125 - self_distillation/success_sample_fraction:0.796875 - self_distillation/correct_sample_fraction:0.53125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.796875 - rollout_corr/rollout_is_mean:1.0000474452972412 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:0.0001306776684941724 - rollout_corr/rollout_is_max:1.929630160331726 - rollout_corr/rollout_is_min:0.2978295683860779 - rollout_corr/rollout_is_std:0.04696138575673103 - rollout_corr/rollout_is_eff_sample_size:0.9977997184762509 - rollout_corr/rollout_is_seq_mean:1.0001109838485718 - rollout_corr/rollout_is_seq_std:0.0029104314744472504 - rollout_corr/rollout_is_seq_max:1.010373592376709 - rollout_corr/rollout_is_seq_min:0.9930506944656372 - rollout_corr/rollout_is_seq_max_deviation:0.010373592376708984 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.2727226014249027) - rollout_corr/training_log_ppl:np.float64(0.2375087737600552) - rollout_corr/kl:np.float64(0.0011317352889879118) - rollout_corr/k3_kl:np.float64(0.0012344891464408647) - rollout_corr/rollout_ppl:np.float64(1.2712623015977442) - rollout_corr/rollout_log_ppl:np.float64(0.23637703743588645) - rollout_corr/log_ppl_diff:np.float64(0.0011317363241687417) - rollout_corr/log_ppl_abs_diff:np.float64(0.0023503275588154793) - rollout_corr/log_ppl_diff_max:np.float64(0.011045128107070923) - rollout_corr/log_ppl_diff_min:np.float64(-0.008167311549186707) - rollout_corr/ppl_ratio:np.float64(1.001136579317972) - rollout_corr/chi2_token:np.float64(0.0026637413538992405) - rollout_corr/chi2_seq:np.float64(0.8253183388151228) - actor/pg_loss:np.float64(-0.009371498599648476) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0011584667936404003) - actor/ppo_kl:np.float64(4.994001140268267e-05) - actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.515625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.796875) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.53125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.53125) - self_distillation/token_reweight_w_mean:np.float64(112262.79867417645) - self_distillation/token_reweight_w_std:np.float64(1763112.8219450116) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0129270725883543) - self_distillation/token_reweight_w_clip_frac:np.float64(0.03669296551379375) - self_distillation/empty_target_batch:np.float64(0.203125) - actor/grad_norm:np.float64(0.6465287730097771) - perf/mfu/actor:np.float64(0.03902902416191678) - perf/max_memory_allocated_gb:np.float64(124.1568717956543) - perf/max_memory_reserved_gb:np.float64(130.61328125) - perf/cpu_memory_used_gb:np.float64(144.6496925354004) - actor/lr:np.float64(7e-07) - training/global_step:8 - training/epoch:0 - critic/score/mean:0.53125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.53125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.0001293164532398805 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:0.0001293164532398805 - critic/ret
step:9 - global_seqlen/min:16191 - global_seqlen/max:22780 - global_seqlen/minmax_diff:6589 - global_seqlen/balanced_min:19087 - global_seqlen/balanced_max:19095 - global_seqlen/mean:19093.25 - actor/entropy:0.2441883385181427 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.6554785370826721 - training/rollout_probs_diff_mean:0.006174060516059399 - training/rollout_probs_diff_std:0.01555337943136692 - training/rollout_actor_probs_pearson_corr:0.9976662397384644 - self_distillation/success_group_fraction:0.6875 - self_distillation/success_sample_fraction:0.67578125 - self_distillation/correct_sample_fraction:0.3671875 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.67578125 - rollout_corr/rollout_is_mean:1.000231146812439 - rollout_corr/rollout_is_ratio_fraction_high:3.8070098526077345e-05 - rollout_corr/rollout_is_ratio_fraction_low:0.00015228039410430938 - rollout_corr/rollout_is_max:2.7086379528045654 - rollout_corr/rollout_is_min:0.15266966819763184 - rollout_corr/rollout_is_std:0.04761055111885071 - rollout_corr/rollout_is_eff_sample_size:0.9977393113266961 - rollout_corr/rollout_is_seq_mean:1.0002422332763672 - rollout_corr/rollout_is_seq_std:0.002944539999589324 - rollout_corr/rollout_is_seq_max:1.008244514465332 - rollout_corr/rollout_is_seq_min:0.9878292083740234 - rollout_corr/rollout_is_seq_max_deviation:0.012170791625976562 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.2992191263474524) - rollout_corr/training_log_ppl:np.float64(0.25847878493368626) - rollout_corr/kl:np.float64(0.0010269425277442679) - rollout_corr/k3_kl:np.float64(0.0012758014850078325) - rollout_corr/rollout_ppl:np.float64(1.2978774677030742) - rollout_corr/rollout_log_ppl:np.float64(0.257451841927832) - rollout_corr/log_ppl_diff:np.float64(0.001026943005854264) - rollout_corr/log_ppl_abs_diff:np.float64(0.0023949349706526846) - rollout_corr/log_ppl_diff_max:np.float64(0.01200529932975769) - rollout_corr/log_ppl_diff_min:np.float64(-0.006620734930038452) - rollout_corr/ppl_ratio:np.float64(1.001031930791214) - rollout_corr/chi2_token:np.float64(0.0030088366474956274) - rollout_corr/chi2_seq:np.float64(0.8023600247688591) - actor/pg_loss:np.float64(-0.013102745288051665) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0016976246297417674) - actor/ppo_kl:np.float64(5.7753786222747294e-05) - actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.35546875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.67578125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.3671875) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.3671875) - self_distillation/token_reweight_w_mean:np.float64(109125.3192119184) - self_distillation/token_reweight_w_std:np.float64(1688580.058925435) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0167620643042028) - self_distillation/token_reweight_w_clip_frac:np.float64(0.04570806902484037) - self_distillation/empty_target_batch:np.float64(0.32421875) - actor/grad_norm:np.float64(0.8064291626214981) - perf/mfu/actor:np.float64(0.03590709476195137) - perf/max_memory_allocated_gb:np.float64(124.1568717956543) - perf/max_memory_reserved_gb:np.float64(130.61328125) - perf/cpu_memory_used_gb:np.float64(144.7068214416504) - actor/lr:np.float64(8e-07) - training/global_step:9 - training/epoch:0 - critic/score/mean:0.3671875 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.3671875 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.00040608106064610183 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:
test_gen_batch meta info: {'eos_token_id': 151645, 'pad_token_id': 151643, 'recompute_log_prob': False, 'do_sample': True, 'validate': True, 'global_steps': 10}
validation generation end
[prompt] system

Given a question and four options, please select the right answer. Respond in the following format:
<reasoning>
...
</reasoning>
<answer>
...
</answer>

For the answer, only output the letter corresponding to the correct option (A, B, C, or D), and nothing else. Do not restate the answer text. For example, if the answer is "A", just output:
<answer>
A
</answer>

user
Which of the following molecules is the only correct reactant used in the synthesis of the product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1" ?

A: O=C1c2ccccc2C(=O)N1c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1
B: O=C1c2ccccc2C(Cl)N1c1ccc2ccc(Cl)nc2n1
C: O=C1c2ccccc2C(=O)N1Cc1ccc(Oc2ccc(Cl)c(C(F)(F)F)c2)cc1
D: O=C1c2ccccc2C(=O)N1CC=C(Cc1ccccc1)C(F)(F)F
Please reason step by step.
assistant
<think>

</think>


[response] <reasoning>
The question asks which molecule is the only correct reactant used in the synthesis of the product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1". This product contains a complex structure with a benzene ring substituted with a chlorine atom and a trifluoromethyl group (C(F)(F)F). The key feature is the "Cc2ccc(Cl)cc2C(F)(F)F" fragment, which suggests the presence of a benzene ring with a chlorine substituent and a trifluoromethyl group.

Looking at the options:

A: Contains a ketone group (O=C) and a nitrogen-containing ring, but does not contain the specific Cl and trifluoromethyl groups required in the product.

B: Contains a ketone group (O=C), a chlorine substituent, and a nitrogen-containing ring, but does not contain the specific trifluoromethyl group (C(F)(F)F) required in the product.

C: Contains a ketone group (O=C), a nitrogen-containing ring, and a benzene ring with an oxygen substituent and a chlorine substituent. However, it does not contain the specific trifluoromethyl group (C(F)(F)F) required in the product.

D: Contains a ketone group (O=C), a nitrogen-containing ring, and a benzene ring with a chlorine substituent and a trifluoromethyl group (C(F)(F)F). This matches the structure of the product, making it the correct reactant.

Therefore, the correct answer is D.
</reasoning>
<answer>
D
</answer>
[ground_truth] A
[score] 0.0
[acc] 0.0
[pred] D
[incorrect_format] 1
[feedback]
local_global_step_folder: /mnt/mole/SDPO/L2T/checkpoints/datasets/sciknoweval/chemistry/qwen3gen-chemistry-RLRT_TR-Qwen-Qwen3-4B-mbs8-tr0.1-decay0-train32-rollout8-lr1e-6-vllm0.8-epsw0.5/global_step_10
step:10 - global_seqlen/min:17596 - global_seqlen/max:21633 - global_seqlen/minmax_diff:4037 - global_seqlen/balanced_min:19498 - global_seqlen/balanced_max:19509 - global_seqlen/mean:19506.625 - actor/entropy:0.22692395746707916 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.3175737261772156 - training/rollout_probs_diff_mean:0.005915812682360411 - training/rollout_probs_diff_std:0.015380454249680042 - training/rollout_actor_probs_pearson_corr:0.9975621104240417 - self_distillation/success_group_fraction:0.59375 - self_distillation/success_sample_fraction:0.58203125 - self_distillation/correct_sample_fraction:0.3515625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.58203125 - rollout_corr/rollout_is_mean:0.9999547600746155 - rollout_corr/rollout_is_ratio_fraction_high:1.1481978617666755e-05 - rollout_corr/rollout_is_ratio_fraction_low:3.4445936762494966e-05 - rollout_corr/rollout_is_max:2.2165372371673584 - rollout_corr/rollout_is_min:0.4166649878025055 - rollout_corr/rollout_is_std:0.04597628861665726 - rollout_corr/rollout_is_eff_sample_size:0.9978902835632569 - rollout_corr/rollout_is_seq_mean:0.9999917149543762 - rollout_corr/rollout_is_seq_std:0.0028662781696766615 - rollout_corr/rollout_is_seq_max:1.0084320306777954 - rollout_corr/rollout_is_seq_min:0.9918355345726013 - rollout_corr/rollout_is_seq_max_deviation:0.00843203067779541 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.2783240503631532) - rollout_corr/training_log_ppl:np.float64(0.2423662384680938) - rollout_corr/kl:np.float64(0.001090528972849114) - rollout_corr/k3_kl:np.float64(0.0011643892181609772) - rollout_corr/rollout_ppl:np.float64(1.276886441744864) - rollout_corr/rollout_log_ppl:np.float64(0.2412757086858619) - rollout_corr/log_ppl_diff:np.float64(0.0010905297822318971) - rollout_corr/log_ppl_abs_diff:np.float64(0.0023345547961071134) - rollout_corr/log_ppl_diff_max:np.float64(0.009592026472091675) - rollout_corr/log_ppl_diff_min:np.float64(-0.006862208247184753) - rollout_corr/ppl_ratio:np.float64(1.0010952106676996) - rollout_corr/chi2_token:np.float64(0.002480938099324703) - rollout_corr/chi2_seq:np.float64(0.6031438228674233) - actor/pg_loss:np.float64(-0.00861776014789939) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0008860613006618223) - actor/ppo_kl:np.float64(-4.1392408723694984e-05) - actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.33984375) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.58203125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.3515625) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.3515625) - self_distillation/token_reweight_w_mean:np.float64(119435.57357047428) - self_distillation/token_reweight_w_std:np.float64(1771774.29824543) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.01379523309879) - self_distillation/token_reweight_w_clip_frac:np.float64(0.03552183730062097) - self_distillation/empty_target_batch:np.float64(0.41796875) - actor/grad_norm:np.float64(0.566484309732914) - perf/mfu/actor:np.float64(0.03654274251919569) - perf/max_memory_allocated_gb:np.float64(124.1568717956543) - perf/max_memory_reserved_gb:np.float64(130.61328125) - perf/cpu_memory_used_gb:np.float64(144.67512130737305) - actor/lr:np.float64(9e-07) - val-aux/sciknoweval/reward/mean@16:np.float64(0.44226190476190474) - val-aux/sciknoweval/reward/std@16:np.float64(0.269179391850415) - val-aux/sciknoweval/reward/best@2/mean:np.float64(0.5544857142857142) - val-aux/sciknoweval/reward/best@2/std:np.float64(0.24254393141683342) - val-aux/sciknoweval/reward/worst@2/mean:np.float
step:11 - global_seqlen/min:17272 - global_seqlen/max:23546 - global_seqlen/minmax_diff:6274 - global_seqlen/balanced_min:20515 - global_seqlen/balanced_max:21286 - global_seqlen/mean:20654.25 - actor/entropy:0.23997585475444794 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.3327416777610779 - training/rollout_probs_diff_mean:0.006125547457486391 - training/rollout_probs_diff_std:0.015504240058362484 - training/rollout_actor_probs_pearson_corr:0.9976642727851868 - self_distillation/success_group_fraction:0.71875 - self_distillation/success_sample_fraction:0.70703125 - self_distillation/correct_sample_fraction:0.44921875 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.70703125 - rollout_corr/rollout_is_mean:0.9999668002128601 - rollout_corr/rollout_is_ratio_fraction_high:1.1278279998805374e-05 - rollout_corr/rollout_is_ratio_fraction_low:0.00015789591998327523 - rollout_corr/rollout_is_max:2.049884080886841 - rollout_corr/rollout_is_min:0.11801964044570923 - rollout_corr/rollout_is_std:0.046541936695575714 - rollout_corr/rollout_is_eff_sample_size:0.9978384113774834 - rollout_corr/rollout_is_seq_mean:1.0000848770141602 - rollout_corr/rollout_is_seq_std:0.0029855030588805676 - rollout_corr/rollout_is_seq_max:1.0113611221313477 - rollout_corr/rollout_is_seq_min:0.9926483631134033 - rollout_corr/rollout_is_seq_max_deviation:0.011361122131347656 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.2975083207711577) - rollout_corr/training_log_ppl:np.float64(0.25743073275953066) - rollout_corr/kl:np.float64(0.0011396162672134835) - rollout_corr/k3_kl:np.float64(0.0013841210187592878) - rollout_corr/rollout_ppl:np.float64(1.2960149035789073) - rollout_corr/rollout_log_ppl:np.float64(0.2562911170098232) - rollout_corr/log_ppl_diff:np.float64(0.0011396157497074455) - rollout_corr/log_ppl_abs_diff:np.float64(0.002595018915599212) - rollout_corr/log_ppl_diff_max:np.float64(0.010873615741729736) - rollout_corr/log_ppl_diff_min:np.float64(-0.007894903421401978) - rollout_corr/ppl_ratio:np.float64(1.0011454881168902) - rollout_corr/chi2_token:np.float64(0.003253985894843936) - rollout_corr/chi2_seq:np.float64(1.3896933807991445) - actor/pg_loss:np.float64(-0.011556888581253588) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0012288209550206375) - actor/ppo_kl:np.float64(4.4092244665172586e-05) - actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.4375) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.70703125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.44921875) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.44921875) - self_distillation/token_reweight_w_mean:np.float64(119680.09748760401) - self_distillation/token_reweight_w_std:np.float64(1795749.6506183073) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0161969119217247) - self_distillation/token_reweight_w_clip_frac:np.float64(0.04303248840733431) - self_distillation/empty_target_batch:np.float64(0.29296875) - actor/grad_norm:np.float64(0.7355060130357742) - perf/mfu/actor:np.float64(0.038701076842545146) - perf/max_memory_allocated_gb:np.float64(124.1568717956543) - perf/max_memory_reserved_gb:np.float64(130.61328125) - perf/cpu_memory_used_gb:np.float64(149.69573831558228) - actor/lr:np.float64(1e-06) - training/global_step:11 - training/epoch:0 - critic/score/mean:0.44921875 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.44921875 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.0010291431099176407 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic
step:12 - global_seqlen/min:18133 - global_seqlen/max:21803 - global_seqlen/minmax_diff:3670 - global_seqlen/balanced_min:19876 - global_seqlen/balanced_max:19892 - global_seqlen/mean:19887.5 - actor/entropy:0.22282376885414124 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.4959297478199005 - training/rollout_probs_diff_mean:0.005910418462008238 - training/rollout_probs_diff_std:0.015566927380859852 - training/rollout_actor_probs_pearson_corr:0.997512698173523 - self_distillation/success_group_fraction:0.75 - self_distillation/success_sample_fraction:0.74609375 - self_distillation/correct_sample_fraction:0.5390625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.74609375 - rollout_corr/rollout_is_mean:0.9998918771743774 - rollout_corr/rollout_is_ratio_fraction_high:4.3965705117443576e-05 - rollout_corr/rollout_is_ratio_fraction_low:5.4957134125288576e-05 - rollout_corr/rollout_is_max:2.249967336654663 - rollout_corr/rollout_is_min:0.00814028363674879 - rollout_corr/rollout_is_std:0.045648422092199326 - rollout_corr/rollout_is_eff_sample_size:0.9979200798658877 - rollout_corr/rollout_is_seq_mean:0.9998423457145691 - rollout_corr/rollout_is_seq_std:0.002633753465488553 - rollout_corr/rollout_is_seq_max:1.0072813034057617 - rollout_corr/rollout_is_seq_min:0.9909048676490784 - rollout_corr/rollout_is_seq_max_deviation:0.00909513235092163 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.2694488698616624) - rollout_corr/training_log_ppl:np.float64(0.23605631533428095) - rollout_corr/kl:np.float64(0.0016563090356171983) - rollout_corr/k3_kl:np.float64(0.0013317293186219104) - rollout_corr/rollout_ppl:np.float64(1.2673093816265464) - rollout_corr/rollout_log_ppl:np.float64(0.23440000429400243) - rollout_corr/log_ppl_diff:np.float64(0.0016563110402785242) - rollout_corr/log_ppl_abs_diff:np.float64(0.002639719343278557) - rollout_corr/log_ppl_diff_max:np.float64(0.014461129903793335) - rollout_corr/log_ppl_diff_min:np.float64(-0.008025035262107849) - rollout_corr/ppl_ratio:np.float64(1.0016623907722533) - rollout_corr/chi2_token:np.float64(0.001921589020639658) - rollout_corr/chi2_seq:np.float64(0.4548148980829865) - actor/pg_loss:np.float64(-0.010700131300836802) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.001632061731925205) - actor/ppo_kl:np.float64(0.0003910877213613162) - actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.53515625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.74609375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.5390625) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.5390625) - self_distillation/token_reweight_w_mean:np.float64(147053.04951780057) - self_distillation/token_reweight_w_std:np.float64(2090119.632628668) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.015689986757934) - self_distillation/token_reweight_w_clip_frac:np.float64(0.04091606708243489) - self_distillation/empty_target_batch:np.float64(0.25390625) - actor/grad_norm:np.float64(0.6073705852031708) - perf/mfu/actor:np.float64(0.0370543922303439) - perf/max_memory_allocated_gb:np.float64(124.1568717956543) - perf/max_memory_reserved_gb:np.float64(130.61328125) - perf/cpu_memory_used_gb:np.float64(147.84750747680664) - actor/lr:np.float64(1e-06) - training/global_step:12 - training/epoch:0 - critic/score/mean:0.5390625 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.5390625 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.003138052299618721 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:
step:13 - global_seqlen/min:17001 - global_seqlen/max:22921 - global_seqlen/minmax_diff:5920 - global_seqlen/balanced_min:20139 - global_seqlen/balanced_max:20198 - global_seqlen/mean:20162.875 - actor/entropy:0.23957780003547668 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.7615939378738403 - training/rollout_probs_diff_mean:0.006224688608199358 - training/rollout_probs_diff_std:0.016061117872595787 - training/rollout_actor_probs_pearson_corr:0.9975199103355408 - self_distillation/success_group_fraction:0.75 - self_distillation/success_sample_fraction:0.734375 - self_distillation/correct_sample_fraction:0.421875 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.734375 - rollout_corr/rollout_is_mean:1.0000718832015991 - rollout_corr/rollout_is_ratio_fraction_high:3.319502138765529e-05 - rollout_corr/rollout_is_ratio_fraction_low:0.00016597509966231883 - rollout_corr/rollout_is_max:8.152108192443848 - rollout_corr/rollout_is_min:0.05214066058397293 - rollout_corr/rollout_is_std:0.0475316159427166 - rollout_corr/rollout_is_eff_sample_size:0.9977459569418424 - rollout_corr/rollout_is_seq_mean:1.0001304149627686 - rollout_corr/rollout_is_seq_std:0.0029504999984055758 - rollout_corr/rollout_is_seq_max:1.0152190923690796 - rollout_corr/rollout_is_seq_min:0.9904733896255493 - rollout_corr/rollout_is_seq_max_deviation:0.01521909236907959 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.3009580005891621) - rollout_corr/training_log_ppl:np.float64(0.2599704753229162) - rollout_corr/kl:np.float64(0.001671584601317555) - rollout_corr/k3_kl:np.float64(0.001994183560213969) - rollout_corr/rollout_ppl:np.float64(1.298756504431367) - rollout_corr/rollout_log_ppl:np.float64(0.25829889002488926) - rollout_corr/log_ppl_diff:np.float64(0.001671585298026912) - rollout_corr/log_ppl_abs_diff:np.float64(0.002832407088135369) - rollout_corr/log_ppl_diff_max:np.float64(0.014482811093330383) - rollout_corr/log_ppl_diff_min:np.float64(-0.01019817590713501) - rollout_corr/ppl_ratio:np.float64(1.0016783389728516) - rollout_corr/chi2_token:np.float64(0.010424284264445305) - rollout_corr/chi2_seq:np.float64(1.573428746778518) - actor/pg_loss:np.float64(-0.010229208506643772) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.002116736732659774) - actor/ppo_kl:np.float64(0.0005412544809928477) - actor/pg_clipfrac_lower:np.float64(1.4796401956118643e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.40625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.734375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.421875) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.421875) - self_distillation/token_reweight_w_mean:np.float64(122888.36884071352) - self_distillation/token_reweight_w_std:np.float64(2125229.9290019423) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0160338170826435) - self_distillation/token_reweight_w_clip_frac:np.float64(0.04175689700059593) - self_distillation/empty_target_batch:np.float64(0.265625) - actor/grad_norm:np.float64(0.7371714562177658) - perf/mfu/actor:np.float64(0.03771144256403086) - perf/max_memory_allocated_gb:np.float64(124.1568717956543) - perf/max_memory_reserved_gb:np.float64(130.61328125) - perf/cpu_memory_used_gb:np.float64(147.2142505645752) - actor/lr:np.float64(1e-06) - training/global_step:13 - training/epoch:0 - critic/score/mean:0.421875 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.421875 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.0029211619403213263 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:
step:14 - global_seqlen/min:17929 - global_seqlen/max:23189 - global_seqlen/minmax_diff:5260 - global_seqlen/balanced_min:19727 - global_seqlen/balanced_max:19735 - global_seqlen/mean:19732.375 - actor/entropy:0.23090706765651703 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.4620656669139862 - training/rollout_probs_diff_mean:0.0061584352515637875 - training/rollout_probs_diff_std:0.016065379604697227 - training/rollout_actor_probs_pearson_corr:0.9974111318588257 - self_distillation/success_group_fraction:0.71875 - self_distillation/success_sample_fraction:0.70703125 - self_distillation/correct_sample_fraction:0.41796875 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.70703125 - rollout_corr/rollout_is_mean:1.0000181198120117 - rollout_corr/rollout_is_ratio_fraction_high:5.593154128291644e-05 - rollout_corr/rollout_is_ratio_fraction_low:0.00012304939446039498 - rollout_corr/rollout_is_max:4.194245338439941 - rollout_corr/rollout_is_min:0.36789265275001526 - rollout_corr/rollout_is_std:0.0473695732653141 - rollout_corr/rollout_is_eff_sample_size:0.9977611472517586 - rollout_corr/rollout_is_seq_mean:1.0000452995300293 - rollout_corr/rollout_is_seq_std:0.0027863772120326757 - rollout_corr/rollout_is_seq_max:1.008899450302124 - rollout_corr/rollout_is_seq_min:0.9919721484184265 - rollout_corr/rollout_is_seq_max_deviation:0.008899450302124023 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.2816010010428727) - rollout_corr/training_log_ppl:np.float64(0.24532563012326136) - rollout_corr/kl:np.float64(0.0018092884301807999) - rollout_corr/k3_kl:np.float64(0.0016382501912630687) - rollout_corr/rollout_ppl:np.float64(1.2792421393096447) - rollout_corr/rollout_log_ppl:np.float64(0.2435163395566633) - rollout_corr/log_ppl_diff:np.float64(0.0018092905665980652) - rollout_corr/log_ppl_abs_diff:np.float64(0.0029433691961457953) - rollout_corr/log_ppl_diff_max:np.float64(0.011054307222366333) - rollout_corr/log_ppl_diff_min:np.float64(-0.00956636667251587) - rollout_corr/ppl_ratio:np.float64(1.0018165444489568) - rollout_corr/chi2_token:np.float64(0.0029284958727657795) - rollout_corr/chi2_seq:np.float64(0.6876610184554011) - actor/pg_loss:np.float64(-0.011144343647174537) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0024982450245261134) - actor/ppo_kl:np.float64(0.0006500068047756713) - actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.40625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.70703125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.41796875) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.41796875) - self_distillation/token_reweight_w_mean:np.float64(124483.87241936987) - self_distillation/token_reweight_w_std:np.float64(1984601.9473318001) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.015025835018605) - self_distillation/token_reweight_w_clip_frac:np.float64(0.04009071842301637) - self_distillation/empty_target_batch:np.float64(0.29296875) - actor/grad_norm:np.float64(0.7042649388313293) - perf/mfu/actor:np.float64(0.03699882087322333) - perf/max_memory_allocated_gb:np.float64(124.1568717956543) - perf/max_memory_reserved_gb:np.float64(130.61328125) - perf/cpu_memory_used_gb:np.float64(146.94763565063477) - actor/lr:np.float64(1e-06) - training/global_step:14 - training/epoch:0 - critic/score/mean:0.41796875 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.41796875 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.005528832785785198 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/re
step:15 - global_seqlen/min:18113 - global_seqlen/max:25774 - global_seqlen/minmax_diff:7661 - global_seqlen/balanced_min:20950 - global_seqlen/balanced_max:20958 - global_seqlen/mean:20955.5 - actor/entropy:0.21362285315990448 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.6118554472923279 - training/rollout_probs_diff_mean:0.005960116628557444 - training/rollout_probs_diff_std:0.01646197959780693 - training/rollout_actor_probs_pearson_corr:0.9971626996994019 - self_distillation/success_group_fraction:0.71875 - self_distillation/success_sample_fraction:0.703125 - self_distillation/correct_sample_fraction:0.484375 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.703125 - rollout_corr/rollout_is_mean:1.0000666379928589 - rollout_corr/rollout_is_ratio_fraction_high:9.554545977152884e-05 - rollout_corr/rollout_is_ratio_fraction_low:0.00022293940128292888 - rollout_corr/rollout_is_max:3.0134339332580566 - rollout_corr/rollout_is_min:0.12186824530363083 - rollout_corr/rollout_is_std:0.04827198013663292 - rollout_corr/rollout_is_eff_sample_size:0.9976754704630137 - rollout_corr/rollout_is_seq_mean:1.0000709295272827 - rollout_corr/rollout_is_seq_std:0.0029034572653472424 - rollout_corr/rollout_is_seq_max:1.0149178504943848 - rollout_corr/rollout_is_seq_min:0.9891945123672485 - rollout_corr/rollout_is_seq_max_deviation:0.014917850494384766 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.2619087807834148) - rollout_corr/training_log_ppl:np.float64(0.22984914094558917) - rollout_corr/kl:np.float64(0.0017107793850854591) - rollout_corr/k3_kl:np.float64(0.0016858287719969667) - rollout_corr/rollout_ppl:np.float64(1.2597334142774343) - rollout_corr/rollout_log_ppl:np.float64(0.22813836074783467) - rollout_corr/log_ppl_diff:np.float64(0.0017107801977545023) - rollout_corr/log_ppl_abs_diff:np.float64(0.0028477529995143414) - rollout_corr/log_ppl_diff_max:np.float64(0.029967576265335083) - rollout_corr/log_ppl_diff_min:np.float64(-0.008424222469329834) - rollout_corr/ppl_ratio:np.float64(1.0017204340547323) - rollout_corr/chi2_token:np.float64(0.0033838083036243916) - rollout_corr/chi2_seq:np.float64(1.827628297964111) - actor/pg_loss:np.float64(-0.008717217249795794) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0014120654827820545) - actor/ppo_kl:np.float64(0.0004885652339474689) - actor/pg_clipfrac_lower:np.float64(7.342575372604188e-06) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.46875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.703125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.484375) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.484375) - self_distillation/token_reweight_w_mean:np.float64(136435.22304511513) - self_distillation/token_reweight_w_std:np.float64(2102777.2833099086) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0188882944639772) - self_distillation/token_reweight_w_clip_frac:np.float64(0.05044575867941603) - self_distillation/empty_target_batch:np.float64(0.296875) - actor/grad_norm:np.float64(0.6038429513573647) - perf/mfu/actor:np.float64(0.03905919314659823) - perf/max_memory_allocated_gb:np.float64(124.1568717956543) - perf/max_memory_reserved_gb:np.float64(130.61328125) - perf/cpu_memory_used_gb:np.float64(146.89337539672852) - actor/lr:np.float64(1e-06) - training/global_step:15 - training/epoch:0 - critic/score/mean:0.484375 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.484375 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.0031012464314699173 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/
step:16 - global_seqlen/min:16722 - global_seqlen/max:22884 - global_seqlen/minmax_diff:6162 - global_seqlen/balanced_min:19894 - global_seqlen/balanced_max:19898 - global_seqlen/mean:19896.25 - actor/entropy:0.22774745523929596 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.39859986305236816 - training/rollout_probs_diff_mean:0.006305075250566006 - training/rollout_probs_diff_std:0.016115859150886536 - training/rollout_actor_probs_pearson_corr:0.9973530173301697 - self_distillation/success_group_fraction:0.75 - self_distillation/success_sample_fraction:0.734375 - self_distillation/correct_sample_fraction:0.45703125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.734375 - rollout_corr/rollout_is_mean:0.9998589754104614 - rollout_corr/rollout_is_ratio_fraction_high:4.5815864723408595e-05 - rollout_corr/rollout_is_ratio_fraction_low:0.00014890157035551965 - rollout_corr/rollout_is_max:2.301496982574463 - rollout_corr/rollout_is_min:0.23645208775997162 - rollout_corr/rollout_is_std:0.04832134395837784 - rollout_corr/rollout_is_eff_sample_size:0.997670012329632 - rollout_corr/rollout_is_seq_mean:0.9999538064002991 - rollout_corr/rollout_is_seq_std:0.003022731514647603 - rollout_corr/rollout_is_seq_max:1.0109906196594238 - rollout_corr/rollout_is_seq_min:0.9915352463722229 - rollout_corr/rollout_is_seq_max_deviation:0.010990619659423828 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.270598507951945) - rollout_corr/training_log_ppl:np.float64(0.23697187332436442) - rollout_corr/kl:np.float64(0.001652086100989436) - rollout_corr/k3_kl:np.float64(0.001429919326255913) - rollout_corr/rollout_ppl:np.float64(1.2684852695092559) - rollout_corr/rollout_log_ppl:np.float64(0.23531978731625713) - rollout_corr/log_ppl_diff:np.float64(0.0016520860081072897) - rollout_corr/log_ppl_abs_diff:np.float64(0.0028590123692993075) - rollout_corr/log_ppl_diff_max:np.float64(0.01323789358139038) - rollout_corr/log_ppl_diff_min:np.float64(-0.009234249591827393) - rollout_corr/ppl_ratio:np.float64(1.0016590896993876) - rollout_corr/chi2_token:np.float64(0.0024638003669679165) - rollout_corr/chi2_seq:np.float64(1.065438084769994) - actor/pg_loss:np.float64(-0.012185054016299546) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0019374554690330115) - actor/ppo_kl:np.float64(0.0003924833764514801) - actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.44140625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.734375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.45703125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.45703125) - self_distillation/token_reweight_w_mean:np.float64(190480.79699038947) - self_distillation/token_reweight_w_std:np.float64(3270774.2699738443) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0196478948928416) - self_distillation/token_reweight_w_clip_frac:np.float64(0.05063421541126445) - self_distillation/empty_target_batch:np.float64(0.265625) - actor/grad_norm:np.float64(0.8008811771869659) - perf/mfu/actor:np.float64(0.03753110829693395) - perf/max_memory_allocated_gb:np.float64(124.1568717956543) - perf/max_memory_reserved_gb:np.float64(130.61328125) - perf/cpu_memory_used_gb:np.float64(147.1055564880371) - actor/lr:np.float64(1e-06) - training/global_step:16 - training/epoch:0 - critic/score/mean:0.45703125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.45703125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.010838315822184086 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:0
step:17 - global_seqlen/min:19158 - global_seqlen/max:25241 - global_seqlen/minmax_diff:6083 - global_seqlen/balanced_min:21964 - global_seqlen/balanced_max:21977 - global_seqlen/mean:21968.5 - actor/entropy:0.21635711193084717 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.4399109184741974 - training/rollout_probs_diff_mean:0.006005374249070883 - training/rollout_probs_diff_std:0.016216615214943886 - training/rollout_actor_probs_pearson_corr:0.9973228573799133 - self_distillation/success_group_fraction:0.65625 - self_distillation/success_sample_fraction:0.62890625 - self_distillation/correct_sample_fraction:0.35546875 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.62890625 - rollout_corr/rollout_is_mean:1.0003352165222168 - rollout_corr/rollout_is_ratio_fraction_high:4.422626079758629e-05 - rollout_corr/rollout_is_ratio_fraction_low:9.950908861355856e-05 - rollout_corr/rollout_is_max:2.249703884124756 - rollout_corr/rollout_is_min:0.12017367035150528 - rollout_corr/rollout_is_std:0.04776553809642792 - rollout_corr/rollout_is_eff_sample_size:0.9977251896884464 - rollout_corr/rollout_is_seq_mean:1.0004748106002808 - rollout_corr/rollout_is_seq_std:0.0030129747465252876 - rollout_corr/rollout_is_seq_max:1.0114396810531616 - rollout_corr/rollout_is_seq_min:0.9923024773597717 - rollout_corr/rollout_is_seq_max_deviation:0.011439681053161621 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.2850371431559324) - rollout_corr/training_log_ppl:np.float64(0.24770118558080867) - rollout_corr/kl:np.float64(0.0011625655667959478) - rollout_corr/k3_kl:np.float64(0.0016942088366249664) - rollout_corr/rollout_ppl:np.float64(1.283515757881105) - rollout_corr/rollout_log_ppl:np.float64(0.24653861962724477) - rollout_corr/log_ppl_diff:np.float64(0.0011625659535638988) - rollout_corr/log_ppl_abs_diff:np.float64(0.0028041403857059777) - rollout_corr/log_ppl_diff_max:np.float64(0.013382375240325928) - rollout_corr/log_ppl_diff_min:np.float64(-0.010477930307388306) - rollout_corr/ppl_ratio:np.float64(1.0011696668807417) - rollout_corr/chi2_token:np.float64(0.004512677202001214) - rollout_corr/chi2_seq:np.float64(3.121191606624052) - actor/pg_loss:np.float64(-0.006543984520249069) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.002315590323178185) - actor/ppo_kl:np.float64(0.0003436437314228158) - actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.328125) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.62890625) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.35546875) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.35546875) - self_distillation/token_reweight_w_mean:np.float64(68251.90831986628) - self_distillation/token_reweight_w_std:np.float64(1041559.5261298418) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0094219027087092) - self_distillation/token_reweight_w_clip_frac:np.float64(0.023173665686044842) - self_distillation/empty_target_batch:np.float64(0.37109375) - actor/grad_norm:np.float64(0.6098130270838737) - perf/mfu/actor:np.float64(0.039761565171879266) - perf/max_memory_allocated_gb:np.float64(124.1568717956543) - perf/max_memory_reserved_gb:np.float64(130.61328125) - perf/cpu_memory_used_gb:np.float64(146.95647430419922) - actor/lr:np.float64(1e-06) - training/global_step:17 - training/epoch:0 - critic/score/mean:0.35546875 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.35546875 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.008888096548616886 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/retu
step:18 - global_seqlen/min:16679 - global_seqlen/max:21179 - global_seqlen/minmax_diff:4500 - global_seqlen/balanced_min:19016 - global_seqlen/balanced_max:19021 - global_seqlen/mean:19018.875 - actor/entropy:0.2384364753961563 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.4621085226535797 - training/rollout_probs_diff_mean:0.00641434034332633 - training/rollout_probs_diff_std:0.016217200085520744 - training/rollout_actor_probs_pearson_corr:0.997390866279602 - self_distillation/success_group_fraction:0.65625 - self_distillation/success_sample_fraction:0.64453125 - self_distillation/correct_sample_fraction:0.40234375 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.64453125 - rollout_corr/rollout_is_mean:1.0002832412719727 - rollout_corr/rollout_is_ratio_fraction_high:4.8667130613466725e-05 - rollout_corr/rollout_is_ratio_fraction_low:0.0001216678210766986 - rollout_corr/rollout_is_max:2.7182717323303223 - rollout_corr/rollout_is_min:0.31193479895591736 - rollout_corr/rollout_is_std:0.04839406535029411 - rollout_corr/rollout_is_eff_sample_size:0.99766479156228 - rollout_corr/rollout_is_seq_mean:1.0003901720046997 - rollout_corr/rollout_is_seq_std:0.0032757725566625595 - rollout_corr/rollout_is_seq_max:1.0141676664352417 - rollout_corr/rollout_is_seq_min:0.9893566966056824 - rollout_corr/rollout_is_seq_max_deviation:0.0141676664352417 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.2922370820306242) - rollout_corr/training_log_ppl:np.float64(0.25345344640663825) - rollout_corr/kl:np.float64(0.0016033875212215776) - rollout_corr/k3_kl:np.float64(0.0017846185130565573) - rollout_corr/rollout_ppl:np.float64(1.2901257909834385) - rollout_corr/rollout_log_ppl:np.float64(0.25185005788807757) - rollout_corr/log_ppl_diff:np.float64(0.0016033885185606778) - rollout_corr/log_ppl_abs_diff:np.float64(0.003308044862933457) - rollout_corr/log_ppl_diff_max:np.float64(0.016242027282714844) - rollout_corr/log_ppl_diff_min:np.float64(-0.012855201959609985) - rollout_corr/ppl_ratio:np.float64(1.0016132502350956) - rollout_corr/chi2_token:np.float64(0.004244513111189008) - rollout_corr/chi2_seq:np.float64(1.5640877767000347) - actor/pg_loss:np.float64(-0.01161497482098639) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0022549042882928916) - actor/ppo_kl:np.float64(0.0007402044935957974) - actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.390625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.64453125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.40234375) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.40234375) - self_distillation/token_reweight_w_mean:np.float64(136141.2766752704) - self_distillation/token_reweight_w_std:np.float64(2338942.3275267035) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0196681916713715) - self_distillation/token_reweight_w_clip_frac:np.float64(0.0493067012866959) - self_distillation/empty_target_batch:np.float64(0.35546875) - actor/grad_norm:np.float64(0.6775060594081879) - perf/mfu/actor:np.float64(0.035307969492195404) - perf/max_memory_allocated_gb:np.float64(124.1568717956543) - perf/max_memory_reserved_gb:np.float64(130.61328125) - perf/cpu_memory_used_gb:np.float64(146.93740844726562) - actor/lr:np.float64(1e-06) - training/global_step:18 - training/epoch:0 - critic/score/mean:0.40234375 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.40234375 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.0031937803141772747 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/return
step:19 - global_seqlen/min:17325 - global_seqlen/max:23419 - global_seqlen/minmax_diff:6094 - global_seqlen/balanced_min:20303 - global_seqlen/balanced_max:20307 - global_seqlen/mean:20305.75 - actor/entropy:0.22845880687236786 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.34246575832366943 - training/rollout_probs_diff_mean:0.006260213907808065 - training/rollout_probs_diff_std:0.016034292057156563 - training/rollout_actor_probs_pearson_corr:0.9974144101142883 - self_distillation/success_group_fraction:0.71875 - self_distillation/success_sample_fraction:0.7109375 - self_distillation/correct_sample_fraction:0.5390625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.7109375 - rollout_corr/rollout_is_mean:1.0001507997512817 - rollout_corr/rollout_is_ratio_fraction_high:3.525181455188431e-05 - rollout_corr/rollout_is_ratio_fraction_low:0.00011750605335691944 - rollout_corr/rollout_is_max:2.3353285789489746 - rollout_corr/rollout_is_min:0.2177831381559372 - rollout_corr/rollout_is_std:0.04854532331228256 - rollout_corr/rollout_is_eff_sample_size:0.9976497228356982 - rollout_corr/rollout_is_seq_mean:1.0001925230026245 - rollout_corr/rollout_is_seq_std:0.0028870608657598495 - rollout_corr/rollout_is_seq_max:1.0096969604492188 - rollout_corr/rollout_is_seq_min:0.9931930303573608 - rollout_corr/rollout_is_seq_max_deviation:0.00969696044921875 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.2772022606804967) - rollout_corr/training_log_ppl:np.float64(0.24112306456663646) - rollout_corr/kl:np.float64(0.001213944984520765) - rollout_corr/k3_kl:np.float64(0.0013558490367131526) - rollout_corr/rollout_ppl:np.float64(1.2756653726100922) - rollout_corr/rollout_log_ppl:np.float64(0.23990911850705743) - rollout_corr/log_ppl_diff:np.float64(0.0012139460595790297) - rollout_corr/log_ppl_abs_diff:np.float64(0.0025779719289857894) - rollout_corr/log_ppl_diff_max:np.float64(0.009224236011505127) - rollout_corr/log_ppl_diff_min:np.float64(-0.00785169005393982) - rollout_corr/ppl_ratio:np.float64(1.0012194013688713) - rollout_corr/chi2_token:np.float64(0.003067839192226529) - rollout_corr/chi2_seq:np.float64(3.8014198313467205) - actor/pg_loss:np.float64(-0.00727099587675184) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0011104334489573375) - actor/ppo_kl:np.float64(0.00018636231610713594) - actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.53125) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.7109375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.5390625) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.5390625) - self_distillation/token_reweight_w_mean:np.float64(25074.81664514821) - self_distillation/token_reweight_w_std:np.float64(494699.8476193473) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.011946891900152) - self_distillation/token_reweight_w_clip_frac:np.float64(0.03042177576571703) - self_distillation/empty_target_batch:np.float64(0.2890625) - actor/grad_norm:np.float64(0.5561342164874077) - perf/mfu/actor:np.float64(0.037072167192966174) - perf/max_memory_allocated_gb:np.float64(124.1568717956543) - perf/max_memory_reserved_gb:np.float64(130.61328125) - perf/cpu_memory_used_gb:np.float64(147.08080291748047) - actor/lr:np.float64(1e-06) - training/global_step:19 - training/epoch:0 - critic/score/mean:0.5390625 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.5390625 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.004923503380268812 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:0
test_gen_batch meta info: {'eos_token_id': 151645, 'pad_token_id': 151643, 'recompute_log_prob': False, 'do_sample': True, 'validate': True, 'global_steps': 20}
validation generation end
[prompt] system

Given a question and four options, please select the right answer. Respond in the following format:
<reasoning>
...
</reasoning>
<answer>
...
</answer>

For the answer, only output the letter corresponding to the correct option (A, B, C, or D), and nothing else. Do not restate the answer text. For example, if the answer is "A", just output:
<answer>
A
</answer>

user
Which of the following molecules is the only correct reactant used in the synthesis of the product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1" ?

A: O=C1c2ccccc2C(=O)N1c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1
B: O=C1c2ccccc2C(Cl)N1c1ccc2ccc(Cl)nc2n1
C: O=C1c2ccccc2C(=O)N1Cc1ccc(Oc2ccc(Cl)c(C(F)(F)F)c2)cc1
D: O=C1c2ccccc2C(=O)N1CC=C(Cc1ccccc1)C(F)(F)F
Please reason step by step.
assistant
<think>

</think>


[response] <reasoning>
To determine which molecule is the only correct reactant used in the synthesis of the product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1", we need to analyze the structure of the product and compare it with the options provided.

The product has the structure: Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1. This indicates that the molecule contains a nitrogen atom connected to a carbon chain, with a substituent that includes a chloro group (Cl), a trifluoromethyl group (C(F)(F)F), and a benzene ring (represented by "ccccc").

Looking at the options:

A: O=C1c2ccccc2C(=O)N1c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1
This option contains a carbonyl group (O=C), a benzene ring (c2ccccc2), and a nitrogen (N) connected to a carbon chain with the same substituents as the product. This seems to be a possible reactant that could form the product through a reaction involving a carbonyl group and a nitrogen-containing chain.

B: O=C1c2ccccc2C(Cl)N1c1ccc2ccc(Cl)nc2n1
This option contains a chloro group (Cl), a nitrogen (N), and a benzene ring (c2ccccc2), but the structure of the nitrogen-containing chain is different from the product. The product has a specific arrangement of substituents that are not present in this option.

C: O=C1c2ccccc2C(=O)N1Cc1ccc(Oc2ccc(Cl)c(C(F)(F)F)c2)cc1
This option contains a carbonyl group (O=C), a benzene ring (c2ccccc2), and a nitrogen (N) connected to a carbon chain with a hydroxyl group (O), a chloro group (Cl), and a trifluoromethyl group (C(F)(F)F). This structure is more complex and does not match the product's structure directly.

D: O=C1c2ccccc2C(=O)N1CC=C(Cc1ccccc1)C(F)(F)F
This option contains a carbonyl group (O=C), a benzene ring (c2ccccc2), and a nitrogen (N) connected to a carbon chain with a trifluoromethyl group (C(F)(F)F). However, the structure of the nitrogen-containing chain is different from the product.

Based on the analysis, option A contains the correct substituents and structure that would be used in the synthesis of the product. The carbonyl group (O=C), benzene ring (c2ccccc2), and the nitrogen-containing chain with the correct substituents (Cl and C(F)(F)F) match the product's structure.
</reasoning>

<answer>
A
</answer>
[ground_truth] A
[score] 1.0
[acc] 1.0
[pred] A
[incorrect_format] 1
[feedback]
local_global_step_folder: /mnt/mole/SDPO/L2T/checkpoints/datasets/sciknoweval/chemistry/qwen3gen-chemistry-RLRT_TR-Qwen-Qwen3-4B-mbs8-tr0.1-decay0-train32-rollout8-lr1e-6-vllm0.8-epsw0.5/global_step_20
step:20 - global_seqlen/min:18711 - global_seqlen/max:23223 - global_seqlen/minmax_diff:4512 - global_seqlen/balanced_min:21235 - global_seqlen/balanced_max:21243 - global_seqlen/mean:21239.625 - actor/entropy:0.22042979300022125 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.46152058243751526 - training/rollout_probs_diff_mean:0.0062233926728367805 - training/rollout_probs_diff_std:0.01637227088212967 - training/rollout_actor_probs_pearson_corr:0.9972346425056458 - self_distillation/success_group_fraction:0.8125 - self_distillation/success_sample_fraction:0.80859375 - self_distillation/correct_sample_fraction:0.54296875 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.80859375 - rollout_corr/rollout_is_mean:0.9998900294303894 - rollout_corr/rollout_is_ratio_fraction_high:5.1378483476582915e-05 - rollout_corr/rollout_is_ratio_fraction_low:0.00017468685109633952 - rollout_corr/rollout_is_max:2.1007988452911377 - rollout_corr/rollout_is_min:0.28457310795783997 - rollout_corr/rollout_is_std:0.049608029425144196 - rollout_corr/rollout_is_eff_sample_size:0.997544728992045 - rollout_corr/rollout_is_seq_mean:0.9997970461845398 - rollout_corr/rollout_is_seq_std:0.0027709435671567917 - rollout_corr/rollout_is_seq_max:1.0070180892944336 - rollout_corr/rollout_is_seq_min:0.9915820956230164 - rollout_corr/rollout_is_seq_max_deviation:0.008417904376983643 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.2740702973678708) - rollout_corr/training_log_ppl:np.float64(0.23920928622828797) - rollout_corr/kl:np.float64(0.002390252554249628) - rollout_corr/k3_kl:np.float64(0.0019392637541386648) - rollout_corr/rollout_ppl:np.float64(1.2709525232203305) - rollout_corr/rollout_log_ppl:np.float64(0.2368190324632451) - rollout_corr/log_ppl_diff:np.float64(0.0023902537650428712) - rollout_corr/log_ppl_abs_diff:np.float64(0.003275264229159802) - rollout_corr/log_ppl_diff_max:np.float64(0.017756402492523193) - rollout_corr/log_ppl_diff_min:np.float64(-0.009172558784484863) - rollout_corr/ppl_ratio:np.float64(1.002399498829618) - rollout_corr/chi2_token:np.float64(0.0028703247662633657) - rollout_corr/chi2_seq:np.float64(3.3649125937372446) - actor/pg_loss:np.float64(-0.01477037847507745) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0033158724636450643) - actor/ppo_kl:np.float64(0.0008821423536318207) - actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.5390625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.80859375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.54296875) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.54296875) - self_distillation/token_reweight_w_mean:np.float64(60584.97523572645) - self_distillation/token_reweight_w_std:np.float64(1030509.3958303854) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0175703905988485) - self_distillation/token_reweight_w_clip_frac:np.float64(0.04469966141914483) - self_distillation/empty_target_batch:np.float64(0.19140625) - actor/grad_norm:np.float64(0.765731081366539) - perf/mfu/actor:np.float64(0.03946158861156084) - perf/max_memory_allocated_gb:np.float64(124.1568717956543) - perf/max_memory_reserved_gb:np.float64(130.61328125) - perf/cpu_memory_used_gb:np.float64(147.07388305664062) - actor/lr:np.float64(1e-06) - val-aux/sciknoweval/reward/mean@16:np.float64(0.4907738095238095) - val-aux/sciknoweval/reward/std@16:np.float64(0.23584316278888298) - val-aux/sciknoweval/reward/best@2/mean:np.float64(0.5881000000000001) - val-aux/sciknoweval/reward/best@2/std:np.float64(0.19732699211539684) - val-aux/sciknoweval/reward/worst@2/mean:n
step:21 - global_seqlen/min:18794 - global_seqlen/max:24338 - global_seqlen/minmax_diff:5544 - global_seqlen/balanced_min:21070 - global_seqlen/balanced_max:21077 - global_seqlen/mean:21075.375 - actor/entropy:0.22450050711631775 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.4400331377983093 - training/rollout_probs_diff_mean:0.00631511677056551 - training/rollout_probs_diff_std:0.01656515710055828 - training/rollout_actor_probs_pearson_corr:0.9971789121627808 - self_distillation/success_group_fraction:0.78125 - self_distillation/success_sample_fraction:0.75390625 - self_distillation/correct_sample_fraction:0.375 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.75390625 - rollout_corr/rollout_is_mean:0.9998462796211243 - rollout_corr/rollout_is_ratio_fraction_high:2.0810139176319353e-05 - rollout_corr/rollout_is_ratio_fraction_low:0.00029134194483049214 - rollout_corr/rollout_is_max:4.272493362426758 - rollout_corr/rollout_is_min:0.09465128183364868 - rollout_corr/rollout_is_std:0.0481780469417572 - rollout_corr/rollout_is_eff_sample_size:0.997683539117409 - rollout_corr/rollout_is_seq_mean:0.9996975064277649 - rollout_corr/rollout_is_seq_std:0.0028493821155279875 - rollout_corr/rollout_is_seq_max:1.0074572563171387 - rollout_corr/rollout_is_seq_min:0.9917046427726746 - rollout_corr/rollout_is_seq_max_deviation:0.00829535722732544 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.2822821657173336) - rollout_corr/training_log_ppl:np.float64(0.24558859757962637) - rollout_corr/kl:np.float64(0.0015252401679042293) - rollout_corr/k3_kl:np.float64(0.0014586564632281807) - rollout_corr/rollout_ppl:np.float64(1.280264753382653) - rollout_corr/rollout_log_ppl:np.float64(0.24406335526145995) - rollout_corr/log_ppl_diff:np.float64(0.0015252423181664199) - rollout_corr/log_ppl_abs_diff:np.float64(0.0026718070439528674) - rollout_corr/log_ppl_diff_max:np.float64(0.013925790786743164) - rollout_corr/log_ppl_diff_min:np.float64(-0.007151499390602112) - rollout_corr/ppl_ratio:np.float64(1.0015310130547732) - rollout_corr/chi2_token:np.float64(0.002749587409198284) - rollout_corr/chi2_seq:np.float64(0.8781014059204608) - actor/pg_loss:np.float64(-0.012808232917450368) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.002892351565606077) - actor/ppo_kl:np.float64(-7.489568943874758e-05) - actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.34765625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.75390625) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.375) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.375) - self_distillation/token_reweight_w_mean:np.float64(40604.64982008701) - self_distillation/token_reweight_w_std:np.float64(680608.5459717438) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0185695956461132) - self_distillation/token_reweight_w_clip_frac:np.float64(0.04546364187262952) - self_distillation/empty_target_batch:np.float64(0.24609375) - actor/grad_norm:np.float64(0.8065095245838165) - perf/mfu/actor:np.float64(0.038582878277097575) - perf/max_memory_allocated_gb:np.float64(124.1568717956543) - perf/max_memory_reserved_gb:np.float64(130.61328125) - perf/cpu_memory_used_gb:np.float64(149.12209701538086) - actor/lr:np.float64(1e-06) - training/global_step:21 - training/epoch:0 - critic/score/mean:0.375 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.375 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.008175782859325409 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:0.0081757828593
step:22 - global_seqlen/min:16047 - global_seqlen/max:21211 - global_seqlen/minmax_diff:5164 - global_seqlen/balanced_min:18994 - global_seqlen/balanced_max:18997 - global_seqlen/mean:18995.5 - actor/entropy:0.24787375330924988 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.39392855763435364 - training/rollout_probs_diff_mean:0.006750228814780712 - training/rollout_probs_diff_std:0.01657523401081562 - training/rollout_actor_probs_pearson_corr:0.9973742961883545 - self_distillation/success_group_fraction:0.59375 - self_distillation/success_sample_fraction:0.578125 - self_distillation/correct_sample_fraction:0.32421875 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.578125 - rollout_corr/rollout_is_mean:0.9998912811279297 - rollout_corr/rollout_is_ratio_fraction_high:3.4666049032239243e-05 - rollout_corr/rollout_is_ratio_fraction_low:5.777674959972501e-05 - rollout_corr/rollout_is_max:3.0311975479125977 - rollout_corr/rollout_is_min:0.4220321476459503 - rollout_corr/rollout_is_std:0.04958639666438103 - rollout_corr/rollout_is_eff_sample_size:0.9975466269896717 - rollout_corr/rollout_is_seq_mean:0.9997854232788086 - rollout_corr/rollout_is_seq_std:0.002896146150305867 - rollout_corr/rollout_is_seq_max:1.0089728832244873 - rollout_corr/rollout_is_seq_min:0.9900516271591187 - rollout_corr/rollout_is_seq_max_deviation:0.009948372840881348 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.3075536568649113) - rollout_corr/training_log_ppl:np.float64(0.2655326082604006) - rollout_corr/kl:np.float64(0.002559869532723802) - rollout_corr/k3_kl:np.float64(0.0018618911408339045) - rollout_corr/rollout_ppl:np.float64(1.3041495140641928) - rollout_corr/rollout_log_ppl:np.float64(0.26297273821546696) - rollout_corr/log_ppl_diff:np.float64(0.002559870044933632) - rollout_corr/log_ppl_abs_diff:np.float64(0.0033930806384887546) - rollout_corr/log_ppl_diff_max:np.float64(0.0204097181558609) - rollout_corr/log_ppl_diff_min:np.float64(-0.007268726825714111) - rollout_corr/ppl_ratio:np.float64(1.0025706442538649) - rollout_corr/chi2_token:np.float64(0.002241219161078334) - rollout_corr/chi2_seq:np.float64(0.5642009938601404) - actor/pg_loss:np.float64(-0.008528213482350111) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.002232606314919394) - actor/ppo_kl:np.float64(0.001009686839708368) - actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.30859375) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.578125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.32421875) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.32421875) - self_distillation/token_reweight_w_mean:np.float64(88443.64096683147) - self_distillation/token_reweight_w_std:np.float64(1306646.36765337) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.011599051533267) - self_distillation/token_reweight_w_clip_frac:np.float64(0.030797448591329157) - self_distillation/empty_target_batch:np.float64(0.421875) - actor/grad_norm:np.float64(0.6381572484970093) - perf/mfu/actor:np.float64(0.03520135334443818) - perf/max_memory_allocated_gb:np.float64(124.1568717956543) - perf/max_memory_reserved_gb:np.float64(130.61328125) - perf/cpu_memory_used_gb:np.float64(148.37033462524414) - actor/lr:np.float64(1e-06) - training/global_step:22 - training/epoch:0 - critic/score/mean:0.32421875 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.32421875 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.0020366304088383913 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:-0.
step:23 - global_seqlen/min:18596 - global_seqlen/max:26966 - global_seqlen/minmax_diff:8370 - global_seqlen/balanced_min:22840 - global_seqlen/balanced_max:22848 - global_seqlen/mean:22844.375 - actor/entropy:0.2179301232099533 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9061554670333862 - training/rollout_probs_diff_mean:0.006044656969606876 - training/rollout_probs_diff_std:0.01643916592001915 - training/rollout_actor_probs_pearson_corr:0.997193455696106 - self_distillation/success_group_fraction:0.875 - self_distillation/success_sample_fraction:0.86328125 - self_distillation/correct_sample_fraction:0.55078125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.86328125 - rollout_corr/rollout_is_mean:1.000072956085205 - rollout_corr/rollout_is_ratio_fraction_high:2.6867515771300532e-05 - rollout_corr/rollout_is_ratio_fraction_low:9.851422510109842e-05 - rollout_corr/rollout_is_max:2.533747434616089 - rollout_corr/rollout_is_min:0.07724742591381073 - rollout_corr/rollout_is_std:0.04776928201317787 - rollout_corr/rollout_is_eff_sample_size:0.9977237656798862 - rollout_corr/rollout_is_seq_mean:1.0001964569091797 - rollout_corr/rollout_is_seq_std:0.002858303487300873 - rollout_corr/rollout_is_seq_max:1.0103483200073242 - rollout_corr/rollout_is_seq_min:0.9932509064674377 - rollout_corr/rollout_is_seq_max_deviation:0.010348320007324219 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.2652582386508584) - rollout_corr/training_log_ppl:np.float64(0.23233028419781476) - rollout_corr/kl:np.float64(0.0013632852568439824) - rollout_corr/k3_kl:np.float64(0.0013995065726248868) - rollout_corr/rollout_ppl:np.float64(1.263500071130693) - rollout_corr/rollout_log_ppl:np.float64(0.23096699811867438) - rollout_corr/log_ppl_diff:np.float64(0.00136328607914038) - rollout_corr/log_ppl_abs_diff:np.float64(0.002511121128918603) - rollout_corr/log_ppl_diff_max:np.float64(0.009519428014755249) - rollout_corr/log_ppl_diff_min:np.float64(-0.009017065167427063) - rollout_corr/ppl_ratio:np.float64(1.001368550118059) - rollout_corr/chi2_token:np.float64(0.0029232895467430353) - rollout_corr/chi2_seq:np.float64(0.8448993200436234) - actor/pg_loss:np.float64(-0.012591728707775474) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0017201118362208945) - actor/ppo_kl:np.float64(0.00032845690855864973) - actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.5390625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.86328125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.55078125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.55078125) - self_distillation/token_reweight_w_mean:np.float64(44968.089410679415) - self_distillation/token_reweight_w_std:np.float64(813570.0696530268) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0135159138590097) - self_distillation/token_reweight_w_clip_frac:np.float64(0.03535252052824944) - self_distillation/empty_target_batch:np.float64(0.13671875) - actor/grad_norm:np.float64(0.6743288189172745) - perf/mfu/actor:np.float64(0.042367258326639595) - perf/max_memory_allocated_gb:np.float64(124.1568717956543) - perf/max_memory_reserved_gb:np.float64(130.61328125) - perf/cpu_memory_used_gb:np.float64(147.7792510986328) - actor/lr:np.float64(1e-06) - training/global_step:23 - training/epoch:0 - critic/score/mean:0.55078125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.55078125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.001542643178254366 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/
step:24 - global_seqlen/min:21331 - global_seqlen/max:30641 - global_seqlen/minmax_diff:9310 - global_seqlen/balanced_min:22771 - global_seqlen/balanced_max:29781 - global_seqlen/mean:23660.375 - actor/entropy:0.20196209847927094 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.8626325130462646 - training/rollout_probs_diff_mean:0.005861129146069288 - training/rollout_probs_diff_std:0.016097798943519592 - training/rollout_actor_probs_pearson_corr:0.9972060918807983 - self_distillation/success_group_fraction:0.78125 - self_distillation/success_sample_fraction:0.77734375 - self_distillation/correct_sample_fraction:0.56640625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.77734375 - rollout_corr/rollout_is_mean:0.9999324083328247 - rollout_corr/rollout_is_ratio_fraction_high:6.808104808442295e-05 - rollout_corr/rollout_is_ratio_fraction_low:0.0001361620961688459 - rollout_corr/rollout_is_max:5.658327102661133 - rollout_corr/rollout_is_min:0.0022273247595876455 - rollout_corr/rollout_is_std:0.04787148907780647 - rollout_corr/rollout_is_eff_sample_size:0.9977127297513666 - rollout_corr/rollout_is_seq_mean:0.9999306201934814 - rollout_corr/rollout_is_seq_std:0.0027924610767513514 - rollout_corr/rollout_is_seq_max:1.0122265815734863 - rollout_corr/rollout_is_seq_min:0.9935851693153381 - rollout_corr/rollout_is_seq_max_deviation:0.012226581573486328 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.2698931051418185) - rollout_corr/training_log_ppl:np.float64(0.2358222411312454) - rollout_corr/kl:np.float64(0.0022956062797589993) - rollout_corr/k3_kl:np.float64(0.0022273841986475418) - rollout_corr/rollout_ppl:np.float64(1.2669563624076545) - rollout_corr/rollout_log_ppl:np.float64(0.23352663296827814) - rollout_corr/log_ppl_diff:np.float64(0.0022956081629672553) - rollout_corr/log_ppl_abs_diff:np.float64(0.00342044060016633) - rollout_corr/log_ppl_diff_max:np.float64(0.02119743824005127) - rollout_corr/log_ppl_diff_min:np.float64(-0.014454007148742676) - rollout_corr/ppl_ratio:np.float64(1.002306122565642) - rollout_corr/chi2_token:np.float64(0.004688949324190617) - rollout_corr/chi2_seq:np.float64(4.2671188046224415) - actor/pg_loss:np.float64(-0.0158116688253358) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.00328018800701102) - actor/ppo_kl:np.float64(0.0008549686401408962) - actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.5625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.77734375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.56640625) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.56640625) - self_distillation/token_reweight_w_mean:np.float64(54521.6638990012) - self_distillation/token_reweight_w_std:np.float64(1140562.1580766998) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.025794601533562) - self_distillation/token_reweight_w_clip_frac:np.float64(0.06225342946709134) - self_distillation/empty_target_batch:np.float64(0.22265625) - actor/grad_norm:np.float64(0.7355843111872673) - perf/mfu/actor:np.float64(0.04145296279305585) - perf/max_memory_allocated_gb:np.float64(124.26530838012695) - perf/max_memory_reserved_gb:np.float64(130.69140625) - perf/cpu_memory_used_gb:np.float64(147.92597198486328) - actor/lr:np.float64(1e-06) - training/global_step:24 - training/epoch:0 - critic/score/mean:0.56640625 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.56640625 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.0059209237806499004 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/me
step:25 - global_seqlen/min:22522 - global_seqlen/max:30648 - global_seqlen/minmax_diff:8126 - global_seqlen/balanced_min:25469 - global_seqlen/balanced_max:25560 - global_seqlen/mean:25488.625 - actor/entropy:0.2120879888534546 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.47441229224205017 - training/rollout_probs_diff_mean:0.0058379583060741425 - training/rollout_probs_diff_std:0.01568625494837761 - training/rollout_actor_probs_pearson_corr:0.9974462985992432 - self_distillation/success_group_fraction:0.75 - self_distillation/success_sample_fraction:0.7265625 - self_distillation/correct_sample_fraction:0.43359375 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.7265625 - rollout_corr/rollout_is_mean:0.9998291730880737 - rollout_corr/rollout_is_ratio_fraction_high:3.164431836921722e-05 - rollout_corr/rollout_is_ratio_fraction_low:0.00010284403106197715 - rollout_corr/rollout_is_max:2.162600040435791 - rollout_corr/rollout_is_min:0.29307252168655396 - rollout_corr/rollout_is_std:0.04642781987786293 - rollout_corr/rollout_is_eff_sample_size:0.9978483818137351 - rollout_corr/rollout_is_seq_mean:0.9998285174369812 - rollout_corr/rollout_is_seq_std:0.0024948525242507458 - rollout_corr/rollout_is_seq_max:1.011335849761963 - rollout_corr/rollout_is_seq_min:0.9912074208259583 - rollout_corr/rollout_is_seq_max_deviation:0.01133584976196289 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.2703395611606538) - rollout_corr/training_log_ppl:np.float64(0.23655242791573983) - rollout_corr/kl:np.float64(0.003061976817448908) - rollout_corr/k3_kl:np.float64(0.002404086993578858) - rollout_corr/rollout_ppl:np.float64(1.2663079048506916) - rollout_corr/rollout_log_ppl:np.float64(0.233490449769306) - rollout_corr/log_ppl_diff:np.float64(0.0030619781464338303) - rollout_corr/log_ppl_abs_diff:np.float64(0.0038960048113949597) - rollout_corr/log_ppl_diff_max:np.float64(0.022873222827911377) - rollout_corr/log_ppl_diff_min:np.float64(-0.00940820574760437) - rollout_corr/ppl_ratio:np.float64(1.0030777554493397) - rollout_corr/chi2_token:np.float64(0.003085370408371091) - rollout_corr/chi2_seq:np.float64(18.378867513034493) - actor/pg_loss:np.float64(-0.012689972179941833) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.00402886201709407) - actor/ppo_kl:np.float64(0.0016939566972445363) - actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.41015625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.7265625) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.43359375) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.43359375) - self_distillation/token_reweight_w_mean:np.float64(44762.033002703916) - self_distillation/token_reweight_w_std:np.float64(856752.760584699) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0167518528178334) - self_distillation/token_reweight_w_clip_frac:np.float64(0.0403601176221855) - self_distillation/empty_target_batch:np.float64(0.2734375) - actor/grad_norm:np.float64(0.6142092347145081) - perf/mfu/actor:np.float64(0.04677401353809148) - perf/max_memory_allocated_gb:np.float64(124.26530838012695) - perf/max_memory_reserved_gb:np.float64(130.69140625) - perf/cpu_memory_used_gb:np.float64(147.6501121520996) - actor/lr:np.float64(1e-06) - training/global_step:25 - training/epoch:0 - critic/score/mean:0.43359375 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.43359375 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.0022477353923022747 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:0.
step:26 - global_seqlen/min:21422 - global_seqlen/max:26255 - global_seqlen/minmax_diff:4833 - global_seqlen/balanced_min:23812 - global_seqlen/balanced_max:23831 - global_seqlen/mean:23827.0 - actor/entropy:0.2137269228696823 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.4947788715362549 - training/rollout_probs_diff_mean:0.006344773340970278 - training/rollout_probs_diff_std:0.016565784811973572 - training/rollout_actor_probs_pearson_corr:0.9971304535865784 - self_distillation/success_group_fraction:0.75 - self_distillation/success_sample_fraction:0.7421875 - self_distillation/correct_sample_fraction:0.5546875 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.7421875 - rollout_corr/rollout_is_mean:0.9998628497123718 - rollout_corr/rollout_is_ratio_fraction_high:4.357830039225519e-05 - rollout_corr/rollout_is_ratio_fraction_low:0.00013073490117676556 - rollout_corr/rollout_is_max:2.5501413345336914 - rollout_corr/rollout_is_min:0.1552044153213501 - rollout_corr/rollout_is_std:0.04948170855641365 - rollout_corr/rollout_is_eff_sample_size:0.9975569474781761 - rollout_corr/rollout_is_seq_mean:0.9999427795410156 - rollout_corr/rollout_is_seq_std:0.0027410078328102827 - rollout_corr/rollout_is_seq_max:1.0083223581314087 - rollout_corr/rollout_is_seq_min:0.9904491901397705 - rollout_corr/rollout_is_seq_max_deviation:0.009550809860229492 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.2608947018161416) - rollout_corr/training_log_ppl:np.float64(0.22948024584911764) - rollout_corr/kl:np.float64(0.00164451185627712) - rollout_corr/k3_kl:np.float64(0.0016395962679780496) - rollout_corr/rollout_ppl:np.float64(1.2588122766464949) - rollout_corr/rollout_log_ppl:np.float64(0.22783573268679902) - rollout_corr/log_ppl_diff:np.float64(0.001644513162318617) - rollout_corr/log_ppl_abs_diff:np.float64(0.0026681572780944407) - rollout_corr/log_ppl_diff_max:np.float64(0.01698225736618042) - rollout_corr/log_ppl_diff_min:np.float64(-0.013641297817230225) - rollout_corr/ppl_ratio:np.float64(1.0016510235145688) - rollout_corr/chi2_token:np.float64(0.003180172061547637) - rollout_corr/chi2_seq:np.float64(2.88922260212712) - actor/pg_loss:np.float64(-0.014090308919548988) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0024800025735203235) - actor/ppo_kl:np.float64(0.00026897292462813027) - actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.546875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.7421875) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.5546875) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.5546875) - self_distillation/token_reweight_w_mean:np.float64(154431.849072556) - self_distillation/token_reweight_w_std:np.float64(2818021.306937918) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.034426815342158) - self_distillation/token_reweight_w_clip_frac:np.float64(0.07792938948841766) - self_distillation/empty_target_batch:np.float64(0.2578125) - actor/grad_norm:np.float64(0.6551096811890602) - perf/mfu/actor:np.float64(0.0436541822022612) - perf/max_memory_allocated_gb:np.float64(124.26530838012695) - perf/max_memory_reserved_gb:np.float64(130.69140625) - perf/cpu_memory_used_gb:np.float64(147.60040664672852) - actor/lr:np.float64(1e-06) - training/global_step:26 - training/epoch:0 - critic/score/mean:0.5546875 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.5546875 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.0022301196586340666 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:0.0022301
step:27 - global_seqlen/min:20261 - global_seqlen/max:28443 - global_seqlen/minmax_diff:8182 - global_seqlen/balanced_min:24873 - global_seqlen/balanced_max:24887 - global_seqlen/mean:24882.875 - actor/entropy:0.20335866510868073 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.6033221483230591 - training/rollout_probs_diff_mean:0.0058094109408557415 - training/rollout_probs_diff_std:0.015736259520053864 - training/rollout_actor_probs_pearson_corr:0.9973110556602478 - self_distillation/success_group_fraction:0.8125 - self_distillation/success_sample_fraction:0.796875 - self_distillation/correct_sample_fraction:0.44921875 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.796875 - rollout_corr/rollout_is_mean:1.0001767873764038 - rollout_corr/rollout_is_ratio_fraction_high:6.0107442550361156e-05 - rollout_corr/rollout_is_ratio_fraction_low:9.016116382554173e-05 - rollout_corr/rollout_is_max:2.8805551528930664 - rollout_corr/rollout_is_min:0.14782656729221344 - rollout_corr/rollout_is_std:0.04642653465270996 - rollout_corr/rollout_is_eff_sample_size:0.9978498061780364 - rollout_corr/rollout_is_seq_mean:1.0002522468566895 - rollout_corr/rollout_is_seq_std:0.0023909532465040684 - rollout_corr/rollout_is_seq_max:1.00831139087677 - rollout_corr/rollout_is_seq_min:0.9932669401168823 - rollout_corr/rollout_is_seq_max_deviation:0.00831139087677002 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.2473689820617437) - rollout_corr/training_log_ppl:np.float64(0.2186982705607079) - rollout_corr/kl:np.float64(0.0020413505692715717) - rollout_corr/k3_kl:np.float64(0.0019804124229949593) - rollout_corr/rollout_ppl:np.float64(1.2447616369463503) - rollout_corr/rollout_log_ppl:np.float64(0.2166569182591047) - rollout_corr/log_ppl_diff:np.float64(0.002041352301603183) - rollout_corr/log_ppl_abs_diff:np.float64(0.003022357093868777) - rollout_corr/log_ppl_diff_max:np.float64(0.016799449920654297) - rollout_corr/log_ppl_diff_min:np.float64(-0.006857782602310181) - rollout_corr/ppl_ratio:np.float64(1.0020504139829427) - rollout_corr/chi2_token:np.float64(0.003739188890904188) - rollout_corr/chi2_seq:np.float64(1.059300494613126) - actor/pg_loss:np.float64(-0.014350604615174234) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0038477610146401275) - actor/ppo_kl:np.float64(0.0011272972323634889) - actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.43359375) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.796875) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.44921875) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.44921875) - self_distillation/token_reweight_w_mean:np.float64(60539.32266987837) - self_distillation/token_reweight_w_std:np.float64(1239319.431311287) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0166056382004172) - self_distillation/token_reweight_w_clip_frac:np.float64(0.039083527197362855) - self_distillation/empty_target_batch:np.float64(0.203125) - actor/grad_norm:np.float64(0.607516348361969) - perf/mfu/actor:np.float64(0.0453112822309559) - perf/max_memory_allocated_gb:np.float64(124.26530838012695) - perf/max_memory_reserved_gb:np.float64(130.69140625) - perf/cpu_memory_used_gb:np.float64(147.73447036743164) - actor/lr:np.float64(1e-06) - training/global_step:27 - training/epoch:0 - critic/score/mean:0.44921875 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.44921875 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.011746308766305447 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:0
step:28 - global_seqlen/min:21766 - global_seqlen/max:37455 - global_seqlen/minmax_diff:15689 - global_seqlen/balanced_min:25543 - global_seqlen/balanced_max:32000 - global_seqlen/mean:26363.375 - actor/entropy:0.1788753867149353 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.47056132555007935 - training/rollout_probs_diff_mean:0.005315952934324741 - training/rollout_probs_diff_std:0.015484887175261974 - training/rollout_actor_probs_pearson_corr:0.997121274471283 - self_distillation/success_group_fraction:0.78125 - self_distillation/success_sample_fraction:0.77734375 - self_distillation/correct_sample_fraction:0.53515625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.77734375 - rollout_corr/rollout_is_mean:1.0001041889190674 - rollout_corr/rollout_is_ratio_fraction_high:5.666886136168614e-05 - rollout_corr/rollout_is_ratio_fraction_low:0.0001345885539194569 - rollout_corr/rollout_is_max:3.104952573776245 - rollout_corr/rollout_is_min:0.20472553372383118 - rollout_corr/rollout_is_std:0.04540490731596947 - rollout_corr/rollout_is_eff_sample_size:0.9979428734579283 - rollout_corr/rollout_is_seq_mean:1.0000563859939575 - rollout_corr/rollout_is_seq_std:0.0024671878200024366 - rollout_corr/rollout_is_seq_max:1.008664846420288 - rollout_corr/rollout_is_seq_min:0.9930163621902466 - rollout_corr/rollout_is_seq_max_deviation:0.008664846420288086 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.229553094599396) - rollout_corr/training_log_ppl:np.float64(0.2044890228753502) - rollout_corr/kl:np.float64(0.0017026998947109462) - rollout_corr/k3_kl:np.float64(0.001797288370539718) - rollout_corr/rollout_ppl:np.float64(1.2273917198181152) - rollout_corr/rollout_log_ppl:np.float64(0.2027863228086062) - rollout_corr/log_ppl_diff:np.float64(0.0017027000667440007) - rollout_corr/log_ppl_abs_diff:np.float64(0.002680287429029704) - rollout_corr/log_ppl_diff_max:np.float64(0.02548384666442871) - rollout_corr/log_ppl_diff_min:np.float64(-0.009660392999649048) - rollout_corr/ppl_ratio:np.float64(1.0017099373508245) - rollout_corr/chi2_token:np.float64(0.0037475896533578634) - rollout_corr/chi2_seq:np.float64(2.5117126477416605) - actor/pg_loss:np.float64(-0.014134684577584267) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0025221665853223385) - actor/ppo_kl:np.float64(0.0005906365024230809) - actor/pg_clipfrac_lower:np.float64(1.6837284420034848e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.53125) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.77734375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.53515625) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.53515625) - self_distillation/token_reweight_w_mean:np.float64(135796.61506438418) - self_distillation/token_reweight_w_std:np.float64(1657043.3770189881) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0218737262766808) - self_distillation/token_reweight_w_clip_frac:np.float64(0.050241065939189866) - self_distillation/empty_target_batch:np.float64(0.22265625) - actor/grad_norm:np.float64(0.7091592401266098) - perf/mfu/actor:np.float64(0.04536845336029559) - perf/max_memory_allocated_gb:np.float64(124.47285175323486) - perf/max_memory_reserved_gb:np.float64(130.9453125) - perf/cpu_memory_used_gb:np.float64(147.84682846069336) - actor/lr:np.float64(1e-06) - training/global_step:28 - training/epoch:0 - critic/score/mean:0.53515625 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.53515625 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.03932022303342819 - critic/advantages/max:0.875 - critic/advantages/min:-0.
step:29 - global_seqlen/min:22044 - global_seqlen/max:34894 - global_seqlen/minmax_diff:12850 - global_seqlen/balanced_min:27731 - global_seqlen/balanced_max:33855 - global_seqlen/mean:29269.125 - actor/entropy:0.16145479679107666 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.407340943813324 - training/rollout_probs_diff_mean:0.0049817971885204315 - training/rollout_probs_diff_std:0.015320731326937675 - training/rollout_actor_probs_pearson_corr:0.9969596266746521 - self_distillation/success_group_fraction:0.59375 - self_distillation/success_sample_fraction:0.5859375 - self_distillation/correct_sample_fraction:0.36328125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.5859375 - rollout_corr/rollout_is_mean:1.0001095533370972 - rollout_corr/rollout_is_ratio_fraction_high:4.286457988200709e-05 - rollout_corr/rollout_is_ratio_fraction_low:9.185267117572948e-05 - rollout_corr/rollout_is_max:2.636775493621826 - rollout_corr/rollout_is_min:0.08525649458169937 - rollout_corr/rollout_is_std:0.0433361642062664 - rollout_corr/rollout_is_eff_sample_size:0.9981258535005466 - rollout_corr/rollout_is_seq_mean:1.000184416770935 - rollout_corr/rollout_is_seq_std:0.002278177998960018 - rollout_corr/rollout_is_seq_max:1.0072858333587646 - rollout_corr/rollout_is_seq_min:0.9903478026390076 - rollout_corr/rollout_is_seq_max_deviation:0.009652197360992432 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.2204141803085804) - rollout_corr/training_log_ppl:np.float64(0.19654400596482446) - rollout_corr/kl:np.float64(0.002192759167287228) - rollout_corr/k3_kl:np.float64(0.002252264469717602) - rollout_corr/rollout_ppl:np.float64(1.2176654911600053) - rollout_corr/rollout_log_ppl:np.float64(0.19435124581650598) - rollout_corr/log_ppl_diff:np.float64(0.0021927601483184844) - rollout_corr/log_ppl_abs_diff:np.float64(0.0028448947123251855) - rollout_corr/log_ppl_diff_max:np.float64(0.015397295355796814) - rollout_corr/log_ppl_diff_min:np.float64(-0.0074565112590789795) - rollout_corr/ppl_ratio:np.float64(1.0022012412082404) - rollout_corr/chi2_token:np.float64(0.00493152323178947) - rollout_corr/chi2_seq:np.float64(2.882673937594518) - actor/pg_loss:np.float64(-0.009070548345334828) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0029124737834536063) - actor/ppo_kl:np.float64(0.0012321286740899495) - actor/pg_clipfrac_lower:np.float64(1.4855911558697699e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.35546875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.5859375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.36328125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.36328125) - self_distillation/token_reweight_w_mean:np.float64(12174.959882645868) - self_distillation/token_reweight_w_std:np.float64(272105.0428883247) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0132652949541807) - self_distillation/token_reweight_w_clip_frac:np.float64(0.02961889658763539) - self_distillation/empty_target_batch:np.float64(0.4140625) - actor/grad_norm:np.float64(0.4338584169745445) - perf/mfu/actor:np.float64(0.051193220168969295) - perf/max_memory_allocated_gb:np.float64(124.47285175323486) - perf/max_memory_reserved_gb:np.float64(130.9453125) - perf/cpu_memory_used_gb:np.float64(147.60026168823242) - actor/lr:np.float64(1e-06) - training/global_step:29 - training/epoch:0 - critic/score/mean:0.36328125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.36328125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.007201249245554209 - critic/advantages/max:0.875 - critic/advantages/min:-0.
test_gen_batch meta info: {'eos_token_id': 151645, 'pad_token_id': 151643, 'recompute_log_prob': False, 'do_sample': True, 'validate': True, 'global_steps': 30}
validation generation end
[prompt] system

Given a question and four options, please select the right answer. Respond in the following format:
<reasoning>
...
</reasoning>
<answer>
...
</answer>

For the answer, only output the letter corresponding to the correct option (A, B, C, or D), and nothing else. Do not restate the answer text. For example, if the answer is "A", just output:
<answer>
A
</answer>

user
Which of the following molecules is the only correct reactant used in the synthesis of the product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1" ?

A: O=C1c2ccccc2C(=O)N1c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1
B: O=C1c2ccccc2C(Cl)N1c1ccc2ccc(Cl)nc2n1
C: O=C1c2ccccc2C(=O)N1Cc1ccc(Oc2ccc(Cl)c(C(F)(F)F)c2)cc1
D: O=C1c2ccccc2C(=O)N1CC=C(Cc1ccccc1)C(F)(F)F
Please reason step by step.
assistant
<think>

</think>


[response] <reasoning>
To determine which molecule is the only correct reactant used in the synthesis of the product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1", we need to analyze the structure of the product and compare it to the structures of the given options.

The product has the structure: Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1. This can be broken down as follows:

- The main chain is a nitrogen atom (N) connected to a carbon chain (c1ccn...)
- The carbon chain has a substituent: CC2ccc(Cl)cc2C(F)(F)F
  - This substituent contains a benzene ring (ccc...) with a chlorine atom (Cl) on one carbon
  - The benzene ring is connected to a carbon that has two fluorine atoms (C(F)(F)F)

Now let's analyze each option:

Option A: O=C1c2ccccc2C(=O)N1c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1
- This structure contains a ketone group (O=C), a benzene ring (c2ccccc2), and a nitrogen (N) connected to a carbon chain that matches the substituent in the product (Cc2ccc(Cl)cc2C(F)(F)F)
- The structure seems to contain the correct substituent pattern found in the product

Option B: O=C1c2ccccc2C(Cl)N1c1ccc2ccc(Cl)nc2n1
- This structure contains a ketone group (O=C), a benzene ring (c2ccccc2), and a chlorine atom (Cl) on the nitrogen
- The structure does not contain the C(F)(F)F group that is present in the product
- The carbon chain structure also doesn't match the substituent pattern in the product

Option C: O=C1c2ccccc2C(=O)N1Cc1ccc(Oc2ccc(Cl)c(C(F)(F)F)c2)cc1
- This structure contains a ketone group (O=C), a benzene ring (c2ccccc2), and a nitrogen (N) connected to a carbon chain
- The carbon chain has a substituent that includes a benzene ring with a chlorine atom (Cl) and a C(F)(F)F group
- This seems to contain the correct substituent pattern found in the product

Option D: O=C1c2ccccc2C(=O)N1CC=C(Cc1ccccc1)C(F)(F)F
- This structure contains a ketone group (O=C), a benzene ring (c2ccccc2), and a nitrogen (N) connected to a carbon chain
- The carbon chain has a substituent that includes a C(F)(F)F group
- However, the structure does not contain the Cl atom that is present in the product

Now let's compare the options to the product:

The product has a substituent pattern of: Cc2ccc(Cl)cc2C(F)(F)F
- This means there is a benzene ring with a chlorine atom on one carbon, connected to a carbon that has two fluorine atoms

Option A contains this exact substituent pattern in the nitrogen group (N1c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1)
- This matches the substituent pattern in the product

Option C has a similar substituent pattern but with an oxygen atom (O) in the chain (ccc(Oc2ccc(Cl)c(C(F)(F)F)c2)cc1)
- This is different from the product, which does not have an oxygen atom in this position

Option B and D do not contain the correct substituent pattern

Therefore, the only option that contains the correct substituent pattern found in the product is option A.
</reasoning>

<answer>
A
</answer>
[ground_truth] A
[score] 1.0
[acc] 1.0
[pred] A
[incorrect_format] 1
[feedback]
local_global_step_folder: /mnt/mole/SDPO/L2T/checkpoints/datasets/sciknoweval/chemistry/qwen3gen-chemistry-RLRT_TR-Qwen-Qwen3-4B-mbs8-tr0.1-decay0-train32-rollout8-lr1e-6-vllm0.8-epsw0.5/global_step_30
step:30 - global_seqlen/min:20230 - global_seqlen/max:32482 - global_seqlen/minmax_diff:12252 - global_seqlen/balanced_min:26265 - global_seqlen/balanced_max:26720 - global_seqlen/mean:26448.875 - actor/entropy:0.20024946331977844 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.604189932346344 - training/rollout_probs_diff_mean:0.006208828184753656 - training/rollout_probs_diff_std:0.0171954408288002 - training/rollout_actor_probs_pearson_corr:0.9967105388641357 - self_distillation/success_group_fraction:0.6875 - self_distillation/success_sample_fraction:0.671875 - self_distillation/correct_sample_fraction:0.42578125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.671875 - rollout_corr/rollout_is_mean:0.9999232888221741 - rollout_corr/rollout_is_ratio_fraction_high:6.796402158215642e-05 - rollout_corr/rollout_is_ratio_fraction_low:0.00021899519197177142 - rollout_corr/rollout_is_max:2.9346933364868164 - rollout_corr/rollout_is_min:0.028896654024720192 - rollout_corr/rollout_is_std:0.04932607337832451 - rollout_corr/rollout_is_eff_sample_size:0.9975724879269536 - rollout_corr/rollout_is_seq_mean:0.9999308586120605 - rollout_corr/rollout_is_seq_std:0.0027194463182240725 - rollout_corr/rollout_is_seq_max:1.00994873046875 - rollout_corr/rollout_is_seq_min:0.98902428150177 - rollout_corr/rollout_is_seq_max_deviation:0.01097571849822998 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.249139609746635) - rollout_corr/training_log_ppl:np.float64(0.21982028929051012) - rollout_corr/kl:np.float64(0.001754579073782736) - rollout_corr/k3_kl:np.float64(0.001643649344714504) - rollout_corr/rollout_ppl:np.float64(1.2468737256713212) - rollout_corr/rollout_log_ppl:np.float64(0.21806570896296762) - rollout_corr/log_ppl_diff:np.float64(0.0017545803275424987) - rollout_corr/log_ppl_abs_diff:np.float64(0.0025928645627573133) - rollout_corr/log_ppl_diff_max:np.float64(0.017608553171157837) - rollout_corr/log_ppl_diff_min:np.float64(-0.007396295666694641) - rollout_corr/ppl_ratio:np.float64(1.001761288382113) - rollout_corr/chi2_token:np.float64(0.0029790166299790144) - rollout_corr/chi2_seq:np.float64(1.3974204219412059) - actor/pg_loss:np.float64(-0.011006189859472215) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0026472890791637838) - actor/ppo_kl:np.float64(0.00031737091406092155) - actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.41015625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.671875) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.42578125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.42578125) - self_distillation/token_reweight_w_mean:np.float64(26749.747249306645) - self_distillation/token_reweight_w_std:np.float64(655406.7693883777) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0124874678440392) - self_distillation/token_reweight_w_clip_frac:np.float64(0.027377845690352842) - self_distillation/empty_target_batch:np.float64(0.328125) - actor/grad_norm:np.float64(0.8984401822090149) - perf/mfu/actor:np.float64(0.048088622997857385) - perf/max_memory_allocated_gb:np.float64(124.47285175323486) - perf/max_memory_reserved_gb:np.float64(130.9453125) - perf/cpu_memory_used_gb:np.float64(147.7687644958496) - actor/lr:np.float64(1e-06) - val-aux/sciknoweval/reward/mean@16:np.float64(0.48839285714285713) - val-aux/sciknoweval/reward/std@16:np.float64(0.22929740136514482) - val-aux/sciknoweval/reward/best@2/mean:np.float64(0.5811095238095239) - val-aux/sciknoweval/reward/best@2/std:np.float64(0.20202802864576444) - val-aux/sciknoweval/reward/worst@2/mean:np.float64(
step:31 - global_seqlen/min:22856 - global_seqlen/max:41937 - global_seqlen/minmax_diff:19081 - global_seqlen/balanced_min:28780 - global_seqlen/balanced_max:34285 - global_seqlen/mean:29484.375 - actor/entropy:0.17230483889579773 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.6190918684005737 - training/rollout_probs_diff_mean:0.005378357134759426 - training/rollout_probs_diff_std:0.01664709858596325 - training/rollout_actor_probs_pearson_corr:0.9965671896934509 - self_distillation/success_group_fraction:0.84375 - self_distillation/success_sample_fraction:0.828125 - self_distillation/correct_sample_fraction:0.5625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.828125 - rollout_corr/rollout_is_mean:1.0000258684158325 - rollout_corr/rollout_is_ratio_fraction_high:7.915486639831215e-05 - rollout_corr/rollout_is_ratio_fraction_low:0.00020702042093034834 - rollout_corr/rollout_is_max:2.8205831050872803 - rollout_corr/rollout_is_min:0.21797780692577362 - rollout_corr/rollout_is_std:0.04682029038667679 - rollout_corr/rollout_is_eff_sample_size:0.9978127740277264 - rollout_corr/rollout_is_seq_mean:0.9999750852584839 - rollout_corr/rollout_is_seq_std:0.0024322750978171825 - rollout_corr/rollout_is_seq_max:1.0100431442260742 - rollout_corr/rollout_is_seq_min:0.9897626638412476 - rollout_corr/rollout_is_seq_max_deviation:0.010237336158752441 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.2153835343196988) - rollout_corr/training_log_ppl:np.float64(0.19275817532252404) - rollout_corr/kl:np.float64(0.0016821510621412017) - rollout_corr/k3_kl:np.float64(0.0015720928870734951) - rollout_corr/rollout_ppl:np.float64(1.213319200091064) - rollout_corr/rollout_log_ppl:np.float64(0.1910760234532063) - rollout_corr/log_ppl_diff:np.float64(0.0016821518693177495) - rollout_corr/log_ppl_abs_diff:np.float64(0.0024431057427136693) - rollout_corr/log_ppl_diff_max:np.float64(0.014061741530895233) - rollout_corr/log_ppl_diff_min:np.float64(-0.006193697452545166) - rollout_corr/ppl_ratio:np.float64(1.00168725149706) - rollout_corr/chi2_token:np.float64(0.0028991850558668375) - rollout_corr/chi2_seq:np.float64(1.3503050971776247) - actor/pg_loss:np.float64(-0.01496443513315171) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0021100049272035903) - actor/ppo_kl:np.float64(0.0003564381099394609) - actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.546875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.828125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.5625) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.5625) - self_distillation/token_reweight_w_mean:np.float64(18505.27771978057) - self_distillation/token_reweight_w_std:np.float64(428840.92977285385) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0227872573304921) - self_distillation/token_reweight_w_clip_frac:np.float64(0.048553571075899526) - self_distillation/empty_target_batch:np.float64(0.171875) - actor/grad_norm:np.float64(0.5897383168339729) - perf/mfu/actor:np.float64(0.05051791975486639) - perf/max_memory_allocated_gb:np.float64(124.47285175323486) - perf/max_memory_reserved_gb:np.float64(130.9453125) - perf/cpu_memory_used_gb:np.float64(148.97361373901367) - actor/lr:np.float64(1e-06) - training/global_step:31 - training/epoch:0 - critic/score/mean:0.5625 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.5625 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.007440557703375816 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:-0.0074405577033
step:32 - global_seqlen/min:22248 - global_seqlen/max:31114 - global_seqlen/minmax_diff:8866 - global_seqlen/balanced_min:25493 - global_seqlen/balanced_max:25592 - global_seqlen/mean:25520.5 - actor/entropy:0.16539627313613892 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.40651190280914307 - training/rollout_probs_diff_mean:0.00566825969144702 - training/rollout_probs_diff_std:0.016881871968507767 - training/rollout_actor_probs_pearson_corr:0.9963597059249878 - self_distillation/success_group_fraction:0.65625 - self_distillation/success_sample_fraction:0.6484375 - self_distillation/correct_sample_fraction:0.5078125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.6484375 - rollout_corr/rollout_is_mean:1.000083327293396 - rollout_corr/rollout_is_ratio_fraction_high:6.575294537469745e-05 - rollout_corr/rollout_is_ratio_fraction_low:0.0002045647124759853 - rollout_corr/rollout_is_max:3.7444682121276855 - rollout_corr/rollout_is_min:0.38327541947364807 - rollout_corr/rollout_is_std:0.048333678394556046 - rollout_corr/rollout_is_eff_sample_size:0.997669656366486 - rollout_corr/rollout_is_seq_mean:1.0000556707382202 - rollout_corr/rollout_is_seq_std:0.002496265573427081 - rollout_corr/rollout_is_seq_max:1.0077269077301025 - rollout_corr/rollout_is_seq_min:0.9920299053192139 - rollout_corr/rollout_is_seq_max_deviation:0.007970094680786133 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.2055799793452024) - rollout_corr/training_log_ppl:np.float64(0.1845263109280495) - rollout_corr/kl:np.float64(0.001742970172436742) - rollout_corr/k3_kl:np.float64(0.0018337862493353896) - rollout_corr/rollout_ppl:np.float64(1.2034189789555967) - rollout_corr/rollout_log_ppl:np.float64(0.18278334043134237) - rollout_corr/log_ppl_diff:np.float64(0.0017429704967071302) - rollout_corr/log_ppl_abs_diff:np.float64(0.002739852490776684) - rollout_corr/log_ppl_diff_max:np.float64(0.018575400114059448) - rollout_corr/log_ppl_diff_min:np.float64(-0.007416754961013794) - rollout_corr/ppl_ratio:np.float64(1.001750165130943) - rollout_corr/chi2_token:np.float64(0.004788570571690798) - rollout_corr/chi2_seq:np.float64(3.5719654329586774) - actor/pg_loss:np.float64(-0.008586889947764575) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.001604348720775306) - actor/ppo_kl:np.float64(0.0005151676096097901) - actor/pg_clipfrac_lower:np.float64(1.0016025953518692e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.5) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.6484375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.5078125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.5078125) - self_distillation/token_reweight_w_mean:np.float64(97079.95118775708) - self_distillation/token_reweight_w_std:np.float64(1644938.4793345332) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0177184010390192) - self_distillation/token_reweight_w_clip_frac:np.float64(0.03863117347646039) - self_distillation/empty_target_batch:np.float64(0.3515625) - actor/grad_norm:np.float64(0.5093416571617126) - perf/mfu/actor:np.float64(0.04687610404859498) - perf/max_memory_allocated_gb:np.float64(124.47285175323486) - perf/max_memory_reserved_gb:np.float64(130.9453125) - perf/cpu_memory_used_gb:np.float64(148.43975830078125) - actor/lr:np.float64(1e-06) - training/global_step:32 - training/epoch:0 - critic/score/mean:0.5078125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.5078125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.016685722395777702 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/ret
step:33 - global_seqlen/min:24103 - global_seqlen/max:32115 - global_seqlen/minmax_diff:8012 - global_seqlen/balanced_min:27080 - global_seqlen/balanced_max:27548 - global_seqlen/mean:27196.125 - actor/entropy:0.179341122508049 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.6113178730010986 - training/rollout_probs_diff_mean:0.006095917895436287 - training/rollout_probs_diff_std:0.017745088785886765 - training/rollout_actor_probs_pearson_corr:0.9961878061294556 - self_distillation/success_group_fraction:0.6875 - self_distillation/success_sample_fraction:0.671875 - self_distillation/correct_sample_fraction:0.47265625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.671875 - rollout_corr/rollout_is_mean:1.0000739097595215 - rollout_corr/rollout_is_ratio_fraction_high:9.833601507125422e-05 - rollout_corr/rollout_is_ratio_fraction_low:0.00021072002709843218 - rollout_corr/rollout_is_max:3.186690092086792 - rollout_corr/rollout_is_min:0.16309110820293427 - rollout_corr/rollout_is_std:0.050607237964868546 - rollout_corr/rollout_is_eff_sample_size:0.997445687263751 - rollout_corr/rollout_is_seq_mean:1.0001602172851562 - rollout_corr/rollout_is_seq_std:0.0026791023556143045 - rollout_corr/rollout_is_seq_max:1.015005111694336 - rollout_corr/rollout_is_seq_min:0.9936681389808655 - rollout_corr/rollout_is_seq_max_deviation:0.015005111694335938 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.2180672134272754) - rollout_corr/training_log_ppl:np.float64(0.1956009977729991) - rollout_corr/kl:np.float64(0.0017352324116490792) - rollout_corr/k3_kl:np.float64(0.0019450773532980747) - rollout_corr/rollout_ppl:np.float64(1.215957154519856) - rollout_corr/rollout_log_ppl:np.float64(0.19386576423130464) - rollout_corr/log_ppl_diff:np.float64(0.0017352335416944697) - rollout_corr/log_ppl_abs_diff:np.float64(0.002784615455311723) - rollout_corr/log_ppl_diff_max:np.float64(0.02399870753288269) - rollout_corr/log_ppl_diff_min:np.float64(-0.010957673192024231) - rollout_corr/ppl_ratio:np.float64(1.0017425967380404) - rollout_corr/chi2_token:np.float64(0.004433450289070606) - rollout_corr/chi2_seq:np.float64(3.3821116499602795) - actor/pg_loss:np.float64(-0.008689812733791769) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0017081153973776964) - actor/ppo_kl:np.float64(0.000507781350162162) - actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.45703125) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.671875) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.47265625) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.47265625) - self_distillation/token_reweight_w_mean:np.float64(25183.72731305426) - self_distillation/token_reweight_w_std:np.float64(608074.2639554739) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.013542529195547) - self_distillation/token_reweight_w_clip_frac:np.float64(0.02853112743468955) - self_distillation/empty_target_batch:np.float64(0.328125) - actor/grad_norm:np.float64(0.489717535674572) - perf/mfu/actor:np.float64(0.04989084084551966) - perf/max_memory_allocated_gb:np.float64(124.47285175323486) - perf/max_memory_reserved_gb:np.float64(130.9453125) - perf/cpu_memory_used_gb:np.float64(148.21849822998047) - actor/lr:np.float64(1e-06) - training/global_step:33 - training/epoch:0 - critic/score/mean:0.47265625 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.47265625 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.005039720796048641 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:0.005
step:34 - global_seqlen/min:23775 - global_seqlen/max:36507 - global_seqlen/minmax_diff:12732 - global_seqlen/balanced_min:28480 - global_seqlen/balanced_max:29119 - global_seqlen/mean:28585.375 - actor/entropy:0.16582222282886505 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.8816628456115723 - training/rollout_probs_diff_mean:0.005774026736617088 - training/rollout_probs_diff_std:0.017574654892086983 - training/rollout_actor_probs_pearson_corr:0.9960971474647522 - self_distillation/success_group_fraction:0.78125 - self_distillation/success_sample_fraction:0.76171875 - self_distillation/correct_sample_fraction:0.48828125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.76171875 - rollout_corr/rollout_is_mean:0.9999067187309265 - rollout_corr/rollout_is_ratio_fraction_high:0.00010425150685478002 - rollout_corr/rollout_is_ratio_fraction_low:0.00028017591102980077 - rollout_corr/rollout_is_max:3.0816779136657715 - rollout_corr/rollout_is_min:0.025399141013622284 - rollout_corr/rollout_is_std:0.049555134028196335 - rollout_corr/rollout_is_eff_sample_size:0.9975497112512194 - rollout_corr/rollout_is_seq_mean:0.9999366402626038 - rollout_corr/rollout_is_seq_std:0.0024729049764573574 - rollout_corr/rollout_is_seq_max:1.011246919631958 - rollout_corr/rollout_is_seq_min:0.9927417635917664 - rollout_corr/rollout_is_seq_max_deviation:0.011246919631958008 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.2052967571653426) - rollout_corr/training_log_ppl:np.float64(0.1847843516152352) - rollout_corr/kl:np.float64(0.00232078146031256) - rollout_corr/k3_kl:np.float64(0.0021393799676161507) - rollout_corr/rollout_ppl:np.float64(1.2024269052781165) - rollout_corr/rollout_log_ppl:np.float64(0.18246356914460193) - rollout_corr/log_ppl_diff:np.float64(0.002320782470633276) - rollout_corr/log_ppl_abs_diff:np.float64(0.003008559826412238) - rollout_corr/log_ppl_diff_max:np.float64(0.022402644157409668) - rollout_corr/log_ppl_diff_min:np.float64(-0.010088622570037842) - rollout_corr/ppl_ratio:np.float64(1.0023295795544982) - rollout_corr/chi2_token:np.float64(0.0037364717572927475) - rollout_corr/chi2_seq:np.float64(1.131024441216141) - actor/pg_loss:np.float64(-0.011134039727039635) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0029675687474082224) - actor/ppo_kl:np.float64(0.0008679526463968301) - actor/pg_clipfrac_lower:np.float64(1.073145631380612e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.46875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.76171875) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.48828125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.48828125) - self_distillation/token_reweight_w_mean:np.float64(97141.75324504124) - self_distillation/token_reweight_w_std:np.float64(1564853.1232427657) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0152508672326803) - self_distillation/token_reweight_w_clip_frac:np.float64(0.03308580811426509) - self_distillation/empty_target_batch:np.float64(0.23828125) - actor/grad_norm:np.float64(0.5813618749380112) - perf/mfu/actor:np.float64(0.05139457597905305) - perf/max_memory_allocated_gb:np.float64(124.47285175323486) - perf/max_memory_reserved_gb:np.float64(130.9453125) - perf/cpu_memory_used_gb:np.float64(148.16799926757812) - actor/lr:np.float64(1e-06) - training/global_step:34 - training/epoch:0 - critic/score/mean:0.48828125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.48828125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.0016883857315406203 - critic/advantages/max:0.875 - critic/advantages/mi
step:35 - global_seqlen/min:20944 - global_seqlen/max:35839 - global_seqlen/minmax_diff:14895 - global_seqlen/balanced_min:26160 - global_seqlen/balanced_max:26238 - global_seqlen/mean:26186.5 - actor/entropy:0.1741960197687149 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9795411229133606 - training/rollout_probs_diff_mean:0.00626782001927495 - training/rollout_probs_diff_std:0.01857517659664154 - training/rollout_actor_probs_pearson_corr:0.9957579970359802 - self_distillation/success_group_fraction:0.625 - self_distillation/success_sample_fraction:0.62109375 - self_distillation/correct_sample_fraction:0.4453125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.62109375 - rollout_corr/rollout_is_mean:0.999966561794281 - rollout_corr/rollout_is_ratio_fraction_high:0.0001084786927094683 - rollout_corr/rollout_is_ratio_fraction_low:0.00028204460977576673 - rollout_corr/rollout_is_max:2.854508399963379 - rollout_corr/rollout_is_min:0.0005889501189813018 - rollout_corr/rollout_is_std:0.05139957368373871 - rollout_corr/rollout_is_eff_sample_size:0.997364926473447 - rollout_corr/rollout_is_seq_mean:1.0000007152557373 - rollout_corr/rollout_is_seq_std:0.002657685661688447 - rollout_corr/rollout_is_seq_max:1.008100986480713 - rollout_corr/rollout_is_seq_min:0.990611732006073 - rollout_corr/rollout_is_seq_max_deviation:0.009388267993927002 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.2045097928494215) - rollout_corr/training_log_ppl:np.float64(0.1849611540819751) - rollout_corr/kl:np.float64(0.0023306416105919325) - rollout_corr/k3_kl:np.float64(0.00237560513551216) - rollout_corr/rollout_ppl:np.float64(1.2016701772809029) - rollout_corr/rollout_log_ppl:np.float64(0.18263051284884568) - rollout_corr/log_ppl_diff:np.float64(0.002330641233129427) - rollout_corr/log_ppl_abs_diff:np.float64(0.0031168511777650565) - rollout_corr/log_ppl_diff_max:np.float64(0.01776549220085144) - rollout_corr/log_ppl_diff_min:np.float64(-0.007983967661857605) - rollout_corr/ppl_ratio:np.float64(1.0023401009384543) - rollout_corr/chi2_token:np.float64(0.0048622507601976395) - rollout_corr/chi2_seq:np.float64(1.4037843155674636) - actor/pg_loss:np.float64(-0.014779033255763352) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.002512416520858096) - actor/ppo_kl:np.float64(0.0008139014701527003) - actor/pg_clipfrac_lower:np.float64(1.1395848105166806e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.44140625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.62109375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.4453125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.4453125) - self_distillation/token_reweight_w_mean:np.float64(24898.38910651882) - self_distillation/token_reweight_w_std:np.float64(599711.6858337522) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0198278629686683) - self_distillation/token_reweight_w_clip_frac:np.float64(0.040399363497272134) - self_distillation/empty_target_batch:np.float64(0.37890625) - actor/grad_norm:np.float64(0.6237805038690567) - perf/mfu/actor:np.float64(0.047459030630427404) - perf/max_memory_allocated_gb:np.float64(124.47285175323486) - perf/max_memory_reserved_gb:np.float64(130.9453125) - perf/cpu_memory_used_gb:np.float64(148.2460060119629) - actor/lr:np.float64(1e-06) - training/global_step:35 - training/epoch:0 - critic/score/mean:0.4453125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.4453125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.0002892765332944691 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - crit
step:36 - global_seqlen/min:20685 - global_seqlen/max:34327 - global_seqlen/minmax_diff:13642 - global_seqlen/balanced_min:25262 - global_seqlen/balanced_max:26004 - global_seqlen/mean:25410.25 - actor/entropy:0.1535654067993164 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.586005687713623 - training/rollout_probs_diff_mean:0.006191811058670282 - training/rollout_probs_diff_std:0.019490541890263557 - training/rollout_actor_probs_pearson_corr:0.9948894381523132 - self_distillation/success_group_fraction:0.84375 - self_distillation/success_sample_fraction:0.8359375 - self_distillation/correct_sample_fraction:0.51953125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.8359375 - rollout_corr/rollout_is_mean:1.0001236200332642 - rollout_corr/rollout_is_ratio_fraction_high:0.0001362459734082222 - rollout_corr/rollout_is_ratio_fraction_low:0.00042387633584439754 - rollout_corr/rollout_is_max:5.317449569702148 - rollout_corr/rollout_is_min:0.15916210412979126 - rollout_corr/rollout_is_std:0.053673192858695984 - rollout_corr/rollout_is_eff_sample_size:0.9971281746982682 - rollout_corr/rollout_is_seq_mean:1.0001119375228882 - rollout_corr/rollout_is_seq_std:0.002881615422666073 - rollout_corr/rollout_is_seq_max:1.010811448097229 - rollout_corr/rollout_is_seq_min:0.9884302020072937 - rollout_corr/rollout_is_seq_max_deviation:0.011569797992706299 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.181360274553299) - rollout_corr/training_log_ppl:np.float64(0.16518346009252127) - rollout_corr/kl:np.float64(0.00255186317684597) - rollout_corr/k3_kl:np.float64(0.0029328259353462727) - rollout_corr/rollout_ppl:np.float64(1.1783290696330369) - rollout_corr/rollout_log_ppl:np.float64(0.1626315952889854) - rollout_corr/log_ppl_diff:np.float64(0.0025518648035358638) - rollout_corr/log_ppl_abs_diff:np.float64(0.0037337680405471474) - rollout_corr/log_ppl_diff_max:np.float64(0.01855035126209259) - rollout_corr/log_ppl_diff_min:np.float64(-0.008170828223228455) - rollout_corr/ppl_ratio:np.float64(1.0025646188296378) - rollout_corr/chi2_token:np.float64(0.007124985801056027) - rollout_corr/chi2_seq:np.float64(10.735816411674023) - actor/pg_loss:np.float64(-0.019868709961883724) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.005053409131051012) - actor/ppo_kl:np.float64(0.0010585493157257986) - actor/pg_clipfrac_lower:np.float64(1.3401122487266548e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.51171875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.8359375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.51953125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.51953125) - self_distillation/token_reweight_w_mean:np.float64(149913.59038051567) - self_distillation/token_reweight_w_std:np.float64(2108816.7143772393) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0253566710744053) - self_distillation/token_reweight_w_clip_frac:np.float64(0.05393188586458564) - self_distillation/empty_target_batch:np.float64(0.1640625) - actor/grad_norm:np.float64(0.9088826179504395) - perf/mfu/actor:np.float64(0.046034894294278796) - perf/max_memory_allocated_gb:np.float64(124.47285175323486) - perf/max_memory_reserved_gb:np.float64(130.9453125) - perf/cpu_memory_used_gb:np.float64(148.34286499023438) - actor/lr:np.float64(1e-06) - training/global_step:36 - training/epoch:0 - critic/score/mean:0.51953125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.51953125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.008296811953186989 - critic/advantages/max:0.875 - critic/advantages/min:-0.875
step:37 - global_seqlen/min:19871 - global_seqlen/max:32082 - global_seqlen/minmax_diff:12211 - global_seqlen/balanced_min:26320 - global_seqlen/balanced_max:26353 - global_seqlen/mean:26343.5 - actor/entropy:0.16035671532154083 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.594871461391449 - training/rollout_probs_diff_mean:0.006527609191834927 - training/rollout_probs_diff_std:0.019422337412834167 - training/rollout_actor_probs_pearson_corr:0.9950176477432251 - self_distillation/success_group_fraction:0.625 - self_distillation/success_sample_fraction:0.62109375 - self_distillation/correct_sample_fraction:0.41015625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.62109375 - rollout_corr/rollout_is_mean:1.0002697706222534 - rollout_corr/rollout_is_ratio_fraction_high:0.0001300927542615682 - rollout_corr/rollout_is_ratio_fraction_low:0.0002907955495174974 - rollout_corr/rollout_is_max:2.6931698322296143 - rollout_corr/rollout_is_min:0.2005634605884552 - rollout_corr/rollout_is_std:0.05396557226777077 - rollout_corr/rollout_is_eff_sample_size:0.997097596037383 - rollout_corr/rollout_is_seq_mean:1.0004568099975586 - rollout_corr/rollout_is_seq_std:0.002654381562024355 - rollout_corr/rollout_is_seq_max:1.009671926498413 - rollout_corr/rollout_is_seq_min:0.9923686981201172 - rollout_corr/rollout_is_seq_max_deviation:0.009671926498413086 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1926546632312238) - rollout_corr/training_log_ppl:np.float64(0.17451292026089504) - rollout_corr/kl:np.float64(0.003940792784348446) - rollout_corr/k3_kl:np.float64(0.00430429942889532) - rollout_corr/rollout_ppl:np.float64(1.1879492276348174) - rollout_corr/rollout_log_ppl:np.float64(0.1705721261096187) - rollout_corr/log_ppl_diff:np.float64(0.00394079415127635) - rollout_corr/log_ppl_abs_diff:np.float64(0.004993724782252684) - rollout_corr/log_ppl_diff_max:np.float64(0.02854597568511963) - rollout_corr/log_ppl_diff_min:np.float64(-0.00928846001625061) - rollout_corr/ppl_ratio:np.float64(1.003965123789385) - rollout_corr/chi2_token:np.float64(0.009146825410425663) - rollout_corr/chi2_seq:np.float64(5.803859062027186) - actor/pg_loss:np.float64(-0.01185388071462512) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.003909335605385422) - actor/ppo_kl:np.float64(0.002823050363076618) - actor/pg_clipfrac_lower:np.float64(1.5201023870758945e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.40625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.62109375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.41015625) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.41015625) - self_distillation/token_reweight_w_mean:np.float64(13341.524481511675) - self_distillation/token_reweight_w_std:np.float64(260725.21364995837) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0164536936208606) - self_distillation/token_reweight_w_clip_frac:np.float64(0.032914788549533114) - self_distillation/empty_target_batch:np.float64(0.37890625) - actor/grad_norm:np.float64(0.6062431111931801) - perf/mfu/actor:np.float64(0.04723662818161185) - perf/max_memory_allocated_gb:np.float64(124.47285175323486) - perf/max_memory_reserved_gb:np.float64(130.9453125) - perf/cpu_memory_used_gb:np.float64(148.0797882080078) - actor/lr:np.float64(1e-06) - training/global_step:37 - training/epoch:0 - critic/score/mean:0.41015625 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.41015625 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.01640603505074978 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/retu
step:38 - global_seqlen/min:19612 - global_seqlen/max:27471 - global_seqlen/minmax_diff:7859 - global_seqlen/balanced_min:23984 - global_seqlen/balanced_max:23998 - global_seqlen/mean:23994.25 - actor/entropy:0.14353780448436737 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.5142347812652588 - training/rollout_probs_diff_mean:0.006414277479052544 - training/rollout_probs_diff_std:0.020176541060209274 - training/rollout_actor_probs_pearson_corr:0.9941897392272949 - self_distillation/success_group_fraction:0.6875 - self_distillation/success_sample_fraction:0.6796875 - self_distillation/correct_sample_fraction:0.4765625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.6796875 - rollout_corr/rollout_is_mean:0.9996358156204224 - rollout_corr/rollout_is_ratio_fraction_high:0.00014447851572185755 - rollout_corr/rollout_is_ratio_fraction_low:0.0006100203609094024 - rollout_corr/rollout_is_max:3.193162202835083 - rollout_corr/rollout_is_min:0.037610482424497604 - rollout_corr/rollout_is_std:0.05422670394182205 - rollout_corr/rollout_is_eff_sample_size:0.9970660711645335 - rollout_corr/rollout_is_seq_mean:0.9997556805610657 - rollout_corr/rollout_is_seq_std:0.003181645181030035 - rollout_corr/rollout_is_seq_max:1.0183004140853882 - rollout_corr/rollout_is_seq_min:0.9907616972923279 - rollout_corr/rollout_is_seq_max_deviation:0.018300414085388184 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1762486905790865) - rollout_corr/training_log_ppl:np.float64(0.16109090781537816) - rollout_corr/kl:np.float64(0.0038481796315466) - rollout_corr/k3_kl:np.float64(0.0035065720874172257) - rollout_corr/rollout_ppl:np.float64(1.1717189587652683) - rollout_corr/rollout_log_ppl:np.float64(0.1572427282226272) - rollout_corr/log_ppl_diff:np.float64(0.0038481795927509665) - rollout_corr/log_ppl_abs_diff:np.float64(0.0044683803571388125) - rollout_corr/log_ppl_diff_max:np.float64(0.035645678639411926) - rollout_corr/log_ppl_diff_min:np.float64(-0.009175911545753479) - rollout_corr/ppl_ratio:np.float64(1.0038676185067743) - rollout_corr/chi2_token:np.float64(0.006322842789813876) - rollout_corr/chi2_seq:np.float64(0.7498595917131752) - actor/pg_loss:np.float64(-0.01201976032461971) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0038432439237112703) - actor/ppo_kl:np.float64(0.001967005060937055) - actor/pg_clipfrac_lower:np.float64(2.78279712802032e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.46875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.6796875) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.4765625) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.4765625) - self_distillation/token_reweight_w_mean:np.float64(116186.35605609254) - self_distillation/token_reweight_w_std:np.float64(2031119.1968164444) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.017776554217562) - self_distillation/token_reweight_w_clip_frac:np.float64(0.03660962078720331) - self_distillation/empty_target_batch:np.float64(0.3203125) - actor/grad_norm:np.float64(0.7711679041385651) - perf/mfu/actor:np.float64(0.043946607044156184) - perf/max_memory_allocated_gb:np.float64(124.47285175323486) - perf/max_memory_reserved_gb:np.float64(130.9453125) - perf/cpu_memory_used_gb:np.float64(148.14207458496094) - actor/lr:np.float64(1e-06) - training/global_step:38 - training/epoch:0 - critic/score/mean:0.4765625 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.4765625 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.00815500970929861 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/
step:39 - global_seqlen/min:20054 - global_seqlen/max:32519 - global_seqlen/minmax_diff:12465 - global_seqlen/balanced_min:24138 - global_seqlen/balanced_max:30744 - global_seqlen/mean:24967.625 - actor/entropy:0.14153672754764557 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.7423993349075317 - training/rollout_probs_diff_mean:0.006354194600135088 - training/rollout_probs_diff_std:0.020310334861278534 - training/rollout_actor_probs_pearson_corr:0.9941092729568481 - self_distillation/success_group_fraction:0.78125 - self_distillation/success_sample_fraction:0.75 - self_distillation/correct_sample_fraction:0.48046875 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.75 - rollout_corr/rollout_is_mean:0.9999359846115112 - rollout_corr/rollout_is_ratio_fraction_high:0.00021964746701996773 - rollout_corr/rollout_is_ratio_fraction_low:0.00047067314153537154 - rollout_corr/rollout_is_max:4.044319152832031 - rollout_corr/rollout_is_min:0.1334657371044159 - rollout_corr/rollout_is_std:0.055660851299762726 - rollout_corr/rollout_is_eff_sample_size:0.9969108461695515 - rollout_corr/rollout_is_seq_mean:1.0000603199005127 - rollout_corr/rollout_is_seq_std:0.0034053002018481493 - rollout_corr/rollout_is_seq_max:1.0152629613876343 - rollout_corr/rollout_is_seq_min:0.9897872805595398 - rollout_corr/rollout_is_seq_max_deviation:0.015262961387634277 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1784982588142157) - rollout_corr/training_log_ppl:np.float64(0.1630363758376916) - rollout_corr/kl:np.float64(0.003248349454457511) - rollout_corr/k3_kl:np.float64(0.003674949189559129) - rollout_corr/rollout_ppl:np.float64(1.1746455715037882) - rollout_corr/rollout_log_ppl:np.float64(0.1597880262452236) - rollout_corr/log_ppl_diff:np.float64(0.003248349592468003) - rollout_corr/log_ppl_abs_diff:np.float64(0.00433654777953052) - rollout_corr/log_ppl_diff_max:np.float64(0.02274155616760254) - rollout_corr/log_ppl_diff_min:np.float64(-0.011492118239402771) - rollout_corr/ppl_ratio:np.float64(1.003265060018748) - rollout_corr/chi2_token:np.float64(0.008919086772948503) - rollout_corr/chi2_seq:np.float64(17.657654697075486) - actor/pg_loss:np.float64(-0.008253303472884) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.004591811922182387) - actor/ppo_kl:np.float64(0.0015175906685556129) - actor/pg_clipfrac_lower:np.float64(2.5068169634323567e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.44921875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.75) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.48046875) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.48046875) - self_distillation/token_reweight_w_mean:np.float64(29107.27270674496) - self_distillation/token_reweight_w_std:np.float64(573037.9741318226) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0134371055755764) - self_distillation/token_reweight_w_clip_frac:np.float64(0.02680165963829495) - self_distillation/empty_target_batch:np.float64(0.25) - actor/grad_norm:np.float64(0.8472966775298119) - perf/mfu/actor:np.float64(0.04314023167196016) - perf/max_memory_allocated_gb:np.float64(124.88886880874634) - perf/max_memory_reserved_gb:np.float64(131.35546875) - perf/cpu_memory_used_gb:np.float64(148.03908920288086) - actor/lr:np.float64(1e-06) - training/global_step:39 - training/epoch:0 - critic/score/mean:0.48046875 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.48046875 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.04358040913939476 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:-
test_gen_batch meta info: {'eos_token_id': 151645, 'pad_token_id': 151643, 'recompute_log_prob': False, 'do_sample': True, 'validate': True, 'global_steps': 40}
validation generation end
[prompt] system

Given a question and four options, please select the right answer. Respond in the following format:
<reasoning>
...
</reasoning>
<answer>
...
</answer>

For the answer, only output the letter corresponding to the correct option (A, B, C, or D), and nothing else. Do not restate the answer text. For example, if the answer is "A", just output:
<answer>
A
</answer>

user
Which of the following molecules is the only correct reactant used in the synthesis of the product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1" ?

A: O=C1c2ccccc2C(=O)N1c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1
B: O=C1c2ccccc2C(Cl)N1c1ccc2ccc(Cl)nc2n1
C: O=C1c2ccccc2C(=O)N1Cc1ccc(Oc2ccc(Cl)c(C(F)(F)F)c2)cc1
D: O=C1c2ccccc2C(=O)N1CC=C(Cc1ccccc1)C(F)(F)F
Please reason step by step.
assistant
<think>

</think>


[response] <reasoning>
To determine which molecule is the only correct reactant used in the synthesis of the product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1", we need to analyze the structure of the product and compare it to the options provided.

The product structure is: Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1

This can be broken down as:
- An amine group (N) connected to a chain (c1ccn...)
- The chain has a fragment "Cc2ccc(Cl)cc2C(F)(F)F", which suggests a benzene ring (ccc) with a chlorine atom on one carbon, and a trifluoromethyl group (C(F)(F)F) on another carbon.

Now let's analyze each option:

Option A: O=C1c2ccccc2C(=O)N1c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1
This option has a structure that includes a ketone group (O=C), a benzene ring (c2ccccc2), an amide group (C(=O)N), and the same fragment "Cc2ccc(Cl)cc2C(F)(F)F" as the product. This suggests this could be a possible reactant that would lead to the product through some reaction.

Option B: O=C1c2ccccc2C(Cl)N1c1ccc2ccc(Cl)nc2n1
This option has a structure with a ketone group (O=C), a benzene ring (c2ccccc2), a chloro group (C(Cl)), and some other aromatic rings and amine groups. However, it doesn't have the exact fragment "Cc2ccc(Cl)cc2C(F)(F)F" that is present in the product, so it may not be the correct reactant.

Option C: O=C1c2ccccc2C(=O)N1Cc1ccc(Oc2ccc(Cl)c(C(F)(F)F)c2)cc1
This option has a structure with a ketone group (O=C), a benzene ring (c2ccccc2), an amide group (C(=O)N), and a more complex fragment that includes a benzene ring with a chlorine atom and a trifluoromethyl group. This fragment is similar to the one in the product, but the exact structure may not match exactly.

Option D: O=C1c2ccccc2C(=O)N1CC=C(Cc1ccccc1)C(F)(F)F
This option has a structure with a ketone group (O=C), a benzene ring (c2ccccc2), an amide group (C(=O)N), and a trifluoromethyl group (C(F)(F)F). However, it doesn't have the exact fragment "Cc2ccc(Cl)cc2C(F)(F)F" that is present in the product.

Considering the structure of the product and comparing it to the options, Option A appears to be the only one that contains the exact fragment "Cc2ccc(Cl)cc2C(F)(F)F" that is present in the product. This suggests that Option A is the correct reactant used in the synthesis of the product.
</reasoning>

<answer>
A
</answer>
[ground_truth] A
[score] 1.0
[acc] 1.0
[pred] A
[incorrect_format] 1
[feedback]
local_global_step_folder: /mnt/mole/SDPO/L2T/checkpoints/datasets/sciknoweval/chemistry/qwen3gen-chemistry-RLRT_TR-Qwen-Qwen3-4B-mbs8-tr0.1-decay0-train32-rollout8-lr1e-6-vllm0.8-epsw0.5/global_step_40
step:40 - global_seqlen/min:22074 - global_seqlen/max:33385 - global_seqlen/minmax_diff:11311 - global_seqlen/balanced_min:26411 - global_seqlen/balanced_max:26422 - global_seqlen/mean:26419.25 - actor/entropy:0.14411823451519012 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.4958750903606415 - training/rollout_probs_diff_mean:0.0067031728103756905 - training/rollout_probs_diff_std:0.02094096876680851 - training/rollout_actor_probs_pearson_corr:0.993844747543335 - self_distillation/success_group_fraction:0.625 - self_distillation/success_sample_fraction:0.62109375 - self_distillation/correct_sample_fraction:0.47265625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.62109375 - rollout_corr/rollout_is_mean:1.0004881620407104 - rollout_corr/rollout_is_ratio_fraction_high:0.00027416873490437865 - rollout_corr/rollout_is_ratio_fraction_low:0.000411253102356568 - rollout_corr/rollout_is_max:15.831912994384766 - rollout_corr/rollout_is_min:0.15520279109477997 - rollout_corr/rollout_is_std:0.058862704783678055 - rollout_corr/rollout_is_eff_sample_size:0.9965493948789057 - rollout_corr/rollout_is_seq_mean:1.0006033182144165 - rollout_corr/rollout_is_seq_std:0.0037995222955942154 - rollout_corr/rollout_is_seq_max:1.0338796377182007 - rollout_corr/rollout_is_seq_min:0.9923460483551025 - rollout_corr/rollout_is_seq_max_deviation:0.033879637718200684 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.171227706130594) - rollout_corr/training_log_ppl:np.float64(0.15695871047500987) - rollout_corr/kl:np.float64(0.0031329277715741455) - rollout_corr/k3_kl:np.float64(0.003976254880171837) - rollout_corr/rollout_ppl:np.float64(1.1675072079524398) - rollout_corr/rollout_log_ppl:np.float64(0.1538257814681856) - rollout_corr/log_ppl_diff:np.float64(0.00313292900682427) - rollout_corr/log_ppl_abs_diff:np.float64(0.004358472651802003) - rollout_corr/log_ppl_diff_max:np.float64(0.03762020170688629) - rollout_corr/log_ppl_diff_min:np.float64(-0.010049879550933838) - rollout_corr/ppl_ratio:np.float64(1.0031515453010798) - rollout_corr/chi2_token:np.float64(0.025860896101221442) - rollout_corr/chi2_seq:np.float64(9.922963253455237) - actor/pg_loss:np.float64(-0.009984522126615047) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0030305242521535547) - actor/ppo_kl:np.float64(0.0017613640447251555) - actor/pg_clipfrac_lower:np.float64(3.756009618882672e-06) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.46875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.62109375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.47265625) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.47265625) - self_distillation/token_reweight_w_mean:np.float64(66575.61525368504) - self_distillation/token_reweight_w_std:np.float64(1260681.3635302782) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0161370569840074) - self_distillation/token_reweight_w_clip_frac:np.float64(0.03126978257205337) - self_distillation/empty_target_batch:np.float64(0.37890625) - actor/grad_norm:np.float64(0.6836274638772011) - perf/mfu/actor:np.float64(0.048312648830106344) - perf/max_memory_allocated_gb:np.float64(124.88886880874634) - perf/max_memory_reserved_gb:np.float64(131.35546875) - perf/cpu_memory_used_gb:np.float64(147.9506607055664) - actor/lr:np.float64(1e-06) - val-aux/sciknoweval/reward/mean@16:np.float64(0.5148809523809523) - val-aux/sciknoweval/reward/std@16:np.float64(0.17738094041501434) - val-aux/sciknoweval/reward/best@2/mean:np.float64(0.5818095238095239) - val-aux/sciknoweval/reward/best@2/std:np.float64(0.1417205102298336) - val-aux/sciknoweval/reward/worst
step:41 - global_seqlen/min:19817 - global_seqlen/max:46844 - global_seqlen/minmax_diff:27027 - global_seqlen/balanced_min:25095 - global_seqlen/balanced_max:30974 - global_seqlen/mean:26328.0 - actor/entropy:0.13605476915836334 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9859364628791809 - training/rollout_probs_diff_mean:0.00615387037396431 - training/rollout_probs_diff_std:0.019904451444745064 - training/rollout_actor_probs_pearson_corr:0.994057297706604 - self_distillation/success_group_fraction:0.625 - self_distillation/success_sample_fraction:0.609375 - self_distillation/correct_sample_fraction:0.35546875 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.609375 - rollout_corr/rollout_is_mean:0.999902606010437 - rollout_corr/rollout_is_ratio_fraction_high:0.00018173684657085687 - rollout_corr/rollout_is_ratio_fraction_low:0.00045434210915118456 - rollout_corr/rollout_is_max:3.167203187942505 - rollout_corr/rollout_is_min:0.014063512906432152 - rollout_corr/rollout_is_std:0.05388377606868744 - rollout_corr/rollout_is_eff_sample_size:0.9971042331067388 - rollout_corr/rollout_is_seq_mean:1.000035285949707 - rollout_corr/rollout_is_seq_std:0.002992490539327264 - rollout_corr/rollout_is_seq_max:1.0110543966293335 - rollout_corr/rollout_is_seq_min:0.9918557405471802 - rollout_corr/rollout_is_seq_max_deviation:0.011054396629333496 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1634269854985178) - rollout_corr/training_log_ppl:np.float64(0.15046696041099494) - rollout_corr/kl:np.float64(0.0029128329898746586) - rollout_corr/k3_kl:np.float64(0.0028156734595086164) - rollout_corr/rollout_ppl:np.float64(1.160015991423279) - rollout_corr/rollout_log_ppl:np.float64(0.147554126844625) - rollout_corr/log_ppl_diff:np.float64(0.0029128335663699545) - rollout_corr/log_ppl_abs_diff:np.float64(0.0037483780542970635) - rollout_corr/log_ppl_diff_max:np.float64(0.017992764711380005) - rollout_corr/log_ppl_diff_min:np.float64(-0.007903173565864563) - rollout_corr/ppl_ratio:np.float64(1.0029244315810502) - rollout_corr/chi2_token:np.float64(0.005364138167351484) - rollout_corr/chi2_seq:np.float64(4.290371458977461) - actor/pg_loss:np.float64(-0.012045160750858486) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0038179149023562786) - actor/ppo_kl:np.float64(0.0011397879883805473) - actor/pg_clipfrac_lower:np.float64(1.0199086318607442e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.33984375) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.609375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.35546875) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.35546875) - self_distillation/token_reweight_w_mean:np.float64(30306.197991206078) - self_distillation/token_reweight_w_std:np.float64(694608.172397852) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.014876419911161) - self_distillation/token_reweight_w_clip_frac:np.float64(0.02817022180533968) - self_distillation/empty_target_batch:np.float64(0.390625) - actor/grad_norm:np.float64(0.7292515486478806) - perf/mfu/actor:np.float64(0.0447020805523505) - perf/max_memory_allocated_gb:np.float64(126.06666421890259) - perf/max_memory_reserved_gb:np.float64(132.546875) - perf/cpu_memory_used_gb:np.float64(150.27684020996094) - actor/lr:np.float64(1e-06) - training/global_step:41 - training/epoch:0 - critic/score/mean:0.35546875 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.35546875 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.012865745462477207 - critic/advantages/max:0.875 - critic/advantages/min:-0.75 - critic/r
step:42 - global_seqlen/min:20716 - global_seqlen/max:42265 - global_seqlen/minmax_diff:21549 - global_seqlen/balanced_min:26730 - global_seqlen/balanced_max:27981 - global_seqlen/mean:26963.125 - actor/entropy:0.14032605290412903 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.6349948644638062 - training/rollout_probs_diff_mean:0.0063716513104736805 - training/rollout_probs_diff_std:0.02037486806511879 - training/rollout_actor_probs_pearson_corr:0.9940675497055054 - self_distillation/success_group_fraction:0.6875 - self_distillation/success_sample_fraction:0.6640625 - self_distillation/correct_sample_fraction:0.40625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.6640625 - rollout_corr/rollout_is_mean:0.9998393654823303 - rollout_corr/rollout_is_ratio_fraction_high:0.00014665786875411868 - rollout_corr/rollout_is_ratio_fraction_low:0.0005266350926831365 - rollout_corr/rollout_is_max:3.3297765254974365 - rollout_corr/rollout_is_min:0.1873539388179779 - rollout_corr/rollout_is_std:0.05523516237735748 - rollout_corr/rollout_is_eff_sample_size:0.9969574085930122 - rollout_corr/rollout_is_seq_mean:0.9998360276222229 - rollout_corr/rollout_is_seq_std:0.0028419727459549904 - rollout_corr/rollout_is_seq_max:1.0111024379730225 - rollout_corr/rollout_is_seq_min:0.9926178455352783 - rollout_corr/rollout_is_seq_max_deviation:0.011102437973022461 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.157241627573967) - rollout_corr/training_log_ppl:np.float64(0.14530084282159805) - rollout_corr/kl:np.float64(0.0028533215923403077) - rollout_corr/k3_kl:np.float64(0.002650221298154065) - rollout_corr/rollout_ppl:np.float64(1.1539150630123913) - rollout_corr/rollout_log_ppl:np.float64(0.14244752014928963) - rollout_corr/log_ppl_diff:np.float64(0.0028533226723084226) - rollout_corr/log_ppl_abs_diff:np.float64(0.0036310225405031815) - rollout_corr/log_ppl_diff_max:np.float64(0.015787705779075623) - rollout_corr/log_ppl_diff_min:np.float64(-0.006668746471405029) - rollout_corr/ppl_ratio:np.float64(1.0028643221594393) - rollout_corr/chi2_token:np.float64(0.005114153027534485) - rollout_corr/chi2_seq:np.float64(18.940243038814515) - actor/pg_loss:np.float64(-0.00996677135117352) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.003430267800922593) - actor/ppo_kl:np.float64(0.0009120728076084106) - actor/pg_clipfrac_lower:np.float64(2.005526675930014e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.3828125) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.6640625) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.40625) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.40625) - self_distillation/token_reweight_w_mean:np.float64(54099.171655656304) - self_distillation/token_reweight_w_std:np.float64(1037609.1177919507) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0157555281184614) - self_distillation/token_reweight_w_clip_frac:np.float64(0.03136517689563334) - self_distillation/empty_target_batch:np.float64(0.3359375) - actor/grad_norm:np.float64(0.6753411740064621) - perf/mfu/actor:np.float64(0.04820523259733227) - perf/max_memory_allocated_gb:np.float64(126.06666421890259) - perf/max_memory_reserved_gb:np.float64(132.546875) - perf/cpu_memory_used_gb:np.float64(148.6773567199707) - actor/lr:np.float64(1e-06) - training/global_step:42 - training/epoch:0 - critic/score/mean:0.40625 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.40625 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.013924164697527885 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/retur
step:43 - global_seqlen/min:24589 - global_seqlen/max:52008 - global_seqlen/minmax_diff:27419 - global_seqlen/balanced_min:30744 - global_seqlen/balanced_max:31312 - global_seqlen/mean:31028.625 - actor/entropy:0.1257096379995346 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.5838292837142944 - training/rollout_probs_diff_mean:0.006002979818731546 - training/rollout_probs_diff_std:0.020506687462329865 - training/rollout_actor_probs_pearson_corr:0.9934202432632446 - self_distillation/success_group_fraction:0.84375 - self_distillation/success_sample_fraction:0.8125 - self_distillation/correct_sample_fraction:0.484375 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.8125 - rollout_corr/rollout_is_mean:0.9998376965522766 - rollout_corr/rollout_is_ratio_fraction_high:0.00016991158190649003 - rollout_corr/rollout_is_ratio_fraction_low:0.0006679283105768263 - rollout_corr/rollout_is_max:4.269279479980469 - rollout_corr/rollout_is_min:0.04108164831995964 - rollout_corr/rollout_is_std:0.05437160283327103 - rollout_corr/rollout_is_eff_sample_size:0.9970516130550571 - rollout_corr/rollout_is_seq_mean:0.9997689723968506 - rollout_corr/rollout_is_seq_std:0.0028332932852208614 - rollout_corr/rollout_is_seq_max:1.0084054470062256 - rollout_corr/rollout_is_seq_min:0.9910029768943787 - rollout_corr/rollout_is_seq_max_deviation:0.008997023105621338 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1469052559696138) - rollout_corr/training_log_ppl:np.float64(0.13644228439079598) - rollout_corr/kl:np.float64(0.002908045511123447) - rollout_corr/k3_kl:np.float64(0.0028831652823555487) - rollout_corr/rollout_ppl:np.float64(1.1435612621717155) - rollout_corr/rollout_log_ppl:np.float64(0.1335342380189104) - rollout_corr/log_ppl_diff:np.float64(0.0029080463718855754) - rollout_corr/log_ppl_abs_diff:np.float64(0.0037494019052246585) - rollout_corr/log_ppl_diff_max:np.float64(0.0221402645111084) - rollout_corr/log_ppl_diff_min:np.float64(-0.01019328087568283) - rollout_corr/ppl_ratio:np.float64(1.0029206653125584) - rollout_corr/chi2_token:np.float64(0.006088713183999062) - rollout_corr/chi2_seq:np.float64(150.9751056090463) - actor/pg_loss:np.float64(-0.012031262507662177) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.004078265982570883) - actor/ppo_kl:np.float64(0.0008939872733471077) - actor/pg_clipfrac_lower:np.float64(7.542050298070535e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.453125) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.8125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.484375) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.484375) - self_distillation/token_reweight_w_mean:np.float64(63269.6048861132) - self_distillation/token_reweight_w_std:np.float64(1505647.2762384415) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0159252053126693) - self_distillation/token_reweight_w_clip_frac:np.float64(0.030702001095050946) - self_distillation/empty_target_batch:np.float64(0.1875) - actor/grad_norm:np.float64(0.6726754903793335) - perf/mfu/actor:np.float64(0.054387208776958226) - perf/max_memory_allocated_gb:np.float64(126.06666421890259) - perf/max_memory_reserved_gb:np.float64(132.546875) - perf/cpu_memory_used_gb:np.float64(148.87201309204102) - actor/lr:np.float64(1e-06) - training/global_step:43 - training/epoch:0 - critic/score/mean:0.484375 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.484375 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.011868909932672977 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:0.
step:44 - global_seqlen/min:23195 - global_seqlen/max:45110 - global_seqlen/minmax_diff:21915 - global_seqlen/balanced_min:31513 - global_seqlen/balanced_max:31638 - global_seqlen/mean:31583.25 - actor/entropy:0.11956087499856949 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.999234139919281 - training/rollout_probs_diff_mean:0.006146937143057585 - training/rollout_probs_diff_std:0.021535299718379974 - training/rollout_actor_probs_pearson_corr:0.9923560619354248 - self_distillation/success_group_fraction:0.8125 - self_distillation/success_sample_fraction:0.8125 - self_distillation/correct_sample_fraction:0.61328125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.8125 - rollout_corr/rollout_is_mean:0.9998982548713684 - rollout_corr/rollout_is_ratio_fraction_high:0.0002082056162180379 - rollout_corr/rollout_is_ratio_fraction_low:0.0007981215021573007 - rollout_corr/rollout_is_max:4.58756685256958 - rollout_corr/rollout_is_min:0.0003354944637976587 - rollout_corr/rollout_is_std:0.05670583248138428 - rollout_corr/rollout_is_eff_sample_size:0.9967939261292347 - rollout_corr/rollout_is_seq_mean:0.9999096989631653 - rollout_corr/rollout_is_seq_std:0.003112579695880413 - rollout_corr/rollout_is_seq_max:1.0147411823272705 - rollout_corr/rollout_is_seq_min:0.9916329383850098 - rollout_corr/rollout_is_seq_max_deviation:0.014741182327270508 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1434741490520537) - rollout_corr/training_log_ppl:np.float64(0.13314719217305537) - rollout_corr/kl:np.float64(0.0030415314025162843) - rollout_corr/k3_kl:np.float64(0.002994645207081703) - rollout_corr/rollout_ppl:np.float64(1.1399825145490468) - rollout_corr/rollout_log_ppl:np.float64(0.13010566031152848) - rollout_corr/log_ppl_diff:np.float64(0.0030415318615268916) - rollout_corr/log_ppl_abs_diff:np.float64(0.003694365412229672) - rollout_corr/log_ppl_diff_max:np.float64(0.015221074223518372) - rollout_corr/log_ppl_diff_min:np.float64(-0.011893391609191895) - rollout_corr/ppl_ratio:np.float64(1.0030538684222847) - rollout_corr/chi2_token:np.float64(0.006104877917096019) - rollout_corr/chi2_seq:np.float64(0.8896702900528908) - actor/pg_loss:np.float64(-0.024763574358075857) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.004596348566792585) - actor/ppo_kl:np.float64(0.0009911709386045686) - actor/pg_clipfrac_lower:np.float64(2.0530724214040674e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.61328125) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.8125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.61328125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.61328125) - self_distillation/token_reweight_w_mean:np.float64(92336.57188671664) - self_distillation/token_reweight_w_std:np.float64(2082159.044852212) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0483820482622832) - self_distillation/token_reweight_w_clip_frac:np.float64(0.09292308453586884) - self_distillation/empty_target_batch:np.float64(0.1875) - actor/grad_norm:np.float64(0.8462684005498886) - perf/mfu/actor:np.float64(0.05608751122357243) - perf/max_memory_allocated_gb:np.float64(126.06666421890259) - perf/max_memory_reserved_gb:np.float64(132.546875) - perf/cpu_memory_used_gb:np.float64(148.54503631591797) - actor/lr:np.float64(1e-06) - training/global_step:44 - training/epoch:0 - critic/score/mean:0.61328125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.61328125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.0014841879019513726 - critic/advantages/max:0.75 - critic/advantages/min:-0.875 - critic/ret
step:45 - global_seqlen/min:21463 - global_seqlen/max:40510 - global_seqlen/minmax_diff:19047 - global_seqlen/balanced_min:28604 - global_seqlen/balanced_max:35041 - global_seqlen/mean:29427.0 - actor/entropy:0.11427783221006393 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.8627228736877441 - training/rollout_probs_diff_mean:0.006174043286591768 - training/rollout_probs_diff_std:0.021935557946562767 - training/rollout_actor_probs_pearson_corr:0.9917359352111816 - self_distillation/success_group_fraction:0.75 - self_distillation/success_sample_fraction:0.7421875 - self_distillation/correct_sample_fraction:0.578125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.7421875 - rollout_corr/rollout_is_mean:0.9997832775115967 - rollout_corr/rollout_is_ratio_fraction_high:0.0002583044988568872 - rollout_corr/rollout_is_ratio_fraction_low:0.0007490830030292273 - rollout_corr/rollout_is_max:7.597506523132324 - rollout_corr/rollout_is_min:0.04709097743034363 - rollout_corr/rollout_is_std:0.056693218648433685 - rollout_corr/rollout_is_eff_sample_size:0.9967941630215457 - rollout_corr/rollout_is_seq_mean:0.9996964931488037 - rollout_corr/rollout_is_seq_std:0.0035062734968960285 - rollout_corr/rollout_is_seq_max:1.0245580673217773 - rollout_corr/rollout_is_seq_min:0.9909257888793945 - rollout_corr/rollout_is_seq_max_deviation:0.024558067321777344 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.139521423727274) - rollout_corr/training_log_ppl:np.float64(0.12985991721507162) - rollout_corr/kl:np.float64(0.004095618490822517) - rollout_corr/k3_kl:np.float64(0.004041996350451882) - rollout_corr/rollout_ppl:np.float64(1.1348451781086624) - rollout_corr/rollout_log_ppl:np.float64(0.12576429875844042) - rollout_corr/log_ppl_diff:np.float64(0.0040956184566312) - rollout_corr/log_ppl_abs_diff:np.float64(0.004823747101909248) - rollout_corr/log_ppl_diff_max:np.float64(0.027242809534072876) - rollout_corr/log_ppl_diff_min:np.float64(-0.011296510696411133) - rollout_corr/ppl_ratio:np.float64(1.0041188159957528) - rollout_corr/chi2_token:np.float64(0.00865256693214178) - rollout_corr/chi2_seq:np.float64(4.989591201534495) - actor/pg_loss:np.float64(-0.01194803393445909) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0031891673725112923) - actor/ppo_kl:np.float64(0.001750899796245875) - actor/pg_clipfrac_lower:np.float64(5.222266645432683e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.5703125) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.7421875) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.578125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.578125) - self_distillation/token_reweight_w_mean:np.float64(26275.872048087418) - self_distillation/token_reweight_w_std:np.float64(589834.4205295742) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0214335289783776) - self_distillation/token_reweight_w_clip_frac:np.float64(0.042118363082408905) - self_distillation/empty_target_batch:np.float64(0.2578125) - actor/grad_norm:np.float64(0.6645845621824265) - perf/mfu/actor:np.float64(0.05010954104895491) - perf/max_memory_allocated_gb:np.float64(126.06666421890259) - perf/max_memory_reserved_gb:np.float64(132.546875) - perf/cpu_memory_used_gb:np.float64(148.56267547607422) - actor/lr:np.float64(1e-06) - training/global_step:45 - training/epoch:0 - critic/score/mean:0.578125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.578125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.009634757414460182 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/m
step:46 - global_seqlen/min:21943 - global_seqlen/max:62393 - global_seqlen/minmax_diff:40450 - global_seqlen/balanced_min:35540 - global_seqlen/balanced_max:38018 - global_seqlen/mean:36237.125 - actor/entropy:0.12055092304944992 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.7329707741737366 - training/rollout_probs_diff_mean:0.005306108854711056 - training/rollout_probs_diff_std:0.018367374315857887 - training/rollout_actor_probs_pearson_corr:0.9945532083511353 - self_distillation/success_group_fraction:0.65625 - self_distillation/success_sample_fraction:0.6484375 - self_distillation/correct_sample_fraction:0.40234375 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.6484375 - rollout_corr/rollout_is_mean:1.0001024007797241 - rollout_corr/rollout_is_ratio_fraction_high:0.00020050216699019074 - rollout_corr/rollout_is_ratio_fraction_low:0.00033720818464644253 - rollout_corr/rollout_is_max:9.084898948669434 - rollout_corr/rollout_is_min:0.12414605170488358 - rollout_corr/rollout_is_std:0.04999222606420517 - rollout_corr/rollout_is_eff_sample_size:0.9975071264031035 - rollout_corr/rollout_is_seq_mean:1.0000977516174316 - rollout_corr/rollout_is_seq_std:0.0030716743785887957 - rollout_corr/rollout_is_seq_max:1.0145764350891113 - rollout_corr/rollout_is_seq_min:0.9901625514030457 - rollout_corr/rollout_is_seq_max_deviation:0.014576435089111328 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1489821751601994) - rollout_corr/training_log_ppl:np.float64(0.1381296692234173) - rollout_corr/kl:np.float64(0.003250597976375502) - rollout_corr/k3_kl:np.float64(0.002994803585806949) - rollout_corr/rollout_ppl:np.float64(1.1452063918113708) - rollout_corr/rollout_log_ppl:np.float64(0.13487907047874614) - rollout_corr/log_ppl_diff:np.float64(0.0032505987446711515) - rollout_corr/log_ppl_abs_diff:np.float64(0.004056297545503185) - rollout_corr/log_ppl_diff_max:np.float64(0.021452635526657104) - rollout_corr/log_ppl_diff_min:np.float64(-0.009155824780464172) - rollout_corr/ppl_ratio:np.float64(1.0032666032202542) - rollout_corr/chi2_token:np.float64(0.00546768051572144) - rollout_corr/chi2_seq:np.float64(1.3328281384892762) - actor/pg_loss:np.float64(-0.017296733451075852) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.003749598175772917) - actor/ppo_kl:np.float64(0.001557755899385782) - actor/pg_clipfrac_lower:np.float64(4.094601536053233e-06) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.39453125) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.6484375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.40234375) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.40234375) - self_distillation/token_reweight_w_mean:np.float64(59181.75357606192) - self_distillation/token_reweight_w_std:np.float64(1055923.7010116577) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0257645456586033) - self_distillation/token_reweight_w_clip_frac:np.float64(0.04904740923666395) - self_distillation/empty_target_batch:np.float64(0.3515625) - actor/grad_norm:np.float64(0.8023684620857239) - perf/mfu/actor:np.float64(0.057853821404873114) - perf/max_memory_allocated_gb:np.float64(126.06666421890259) - perf/max_memory_reserved_gb:np.float64(132.546875) - perf/cpu_memory_used_gb:np.float64(148.82546997070312) - actor/lr:np.float64(1e-06) - training/global_step:46 - training/epoch:0 - critic/score/mean:0.40234375 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.40234375 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.022522887215018272 - critic/advantages/max:0.875 - critic/advantages/min:-0.87
step:47 - global_seqlen/min:21326 - global_seqlen/max:55852 - global_seqlen/minmax_diff:34526 - global_seqlen/balanced_min:34736 - global_seqlen/balanced_max:37067 - global_seqlen/mean:35113.375 - actor/entropy:0.1065441146492958 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9820151329040527 - training/rollout_probs_diff_mean:0.005692504812031984 - training/rollout_probs_diff_std:0.021622855216264725 - training/rollout_actor_probs_pearson_corr:0.9915214776992798 - self_distillation/success_group_fraction:0.71875 - self_distillation/success_sample_fraction:0.70703125 - self_distillation/correct_sample_fraction:0.484375 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.70703125 - rollout_corr/rollout_is_mean:0.9998558163642883 - rollout_corr/rollout_is_ratio_fraction_high:0.00021377175289671868 - rollout_corr/rollout_is_ratio_fraction_low:0.0007384842610917985 - rollout_corr/rollout_is_max:11.729445457458496 - rollout_corr/rollout_is_min:0.009356475435197353 - rollout_corr/rollout_is_std:0.05343111231923103 - rollout_corr/rollout_is_eff_sample_size:0.9971519989083 - rollout_corr/rollout_is_seq_mean:0.9998095035552979 - rollout_corr/rollout_is_seq_std:0.003155744168907404 - rollout_corr/rollout_is_seq_max:1.013100028038025 - rollout_corr/rollout_is_seq_min:0.9886485934257507 - rollout_corr/rollout_is_seq_max_deviation:0.013100028038024902 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1323874332010746) - rollout_corr/training_log_ppl:np.float64(0.1236036375630647) - rollout_corr/kl:np.float64(0.004477348084819255) - rollout_corr/k3_kl:np.float64(0.00401202495254438) - rollout_corr/rollout_ppl:np.float64(1.1272987006232142) - rollout_corr/rollout_log_ppl:np.float64(0.11912628849677276) - rollout_corr/log_ppl_diff:np.float64(0.004477349066291936) - rollout_corr/log_ppl_abs_diff:np.float64(0.00484963996859733) - rollout_corr/log_ppl_diff_max:np.float64(0.03559701144695282) - rollout_corr/log_ppl_diff_min:np.float64(-0.005609244108200073) - rollout_corr/ppl_ratio:np.float64(1.0044988803565502) - rollout_corr/chi2_token:np.float64(0.007678912719711661) - rollout_corr/chi2_seq:np.float64(0.6354807161260396) - actor/pg_loss:np.float64(-0.013086520368233323) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.004551427153273835) - actor/ppo_kl:np.float64(0.002224342582856309) - actor/pg_clipfrac_lower:np.float64(5.5986336064961506e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.47265625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.70703125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.484375) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.484375) - self_distillation/token_reweight_w_mean:np.float64(40358.30077185226) - self_distillation/token_reweight_w_std:np.float64(1013550.0959495306) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0213710742536932) - self_distillation/token_reweight_w_clip_frac:np.float64(0.04123598083970137) - self_distillation/empty_target_batch:np.float64(0.29296875) - actor/grad_norm:np.float64(0.7014714926481247) - perf/mfu/actor:np.float64(0.05827328676247527) - perf/max_memory_allocated_gb:np.float64(126.06666421890259) - perf/max_memory_reserved_gb:np.float64(132.546875) - perf/cpu_memory_used_gb:np.float64(148.6073341369629) - actor/lr:np.float64(1e-06) - training/global_step:47 - training/epoch:0 - critic/score/mean:0.484375 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.484375 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.013728762045502663 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/ret
step:48 - global_seqlen/min:23255 - global_seqlen/max:41795 - global_seqlen/minmax_diff:18540 - global_seqlen/balanced_min:27026 - global_seqlen/balanced_max:28080 - global_seqlen/mean:27315.125 - actor/entropy:0.1217312440276146 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.6605782508850098 - training/rollout_probs_diff_mean:0.006723163183778524 - training/rollout_probs_diff_std:0.0231546051800251 - training/rollout_actor_probs_pearson_corr:0.9911998510360718 - self_distillation/success_group_fraction:0.65625 - self_distillation/success_sample_fraction:0.6484375 - self_distillation/correct_sample_fraction:0.41015625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.6484375 - rollout_corr/rollout_is_mean:0.9998539090156555 - rollout_corr/rollout_is_ratio_fraction_high:0.0002990092907566577 - rollout_corr/rollout_is_ratio_fraction_low:0.0008172920206561685 - rollout_corr/rollout_is_max:4.71607780456543 - rollout_corr/rollout_is_min:0.05280182510614395 - rollout_corr/rollout_is_std:0.05915714427828789 - rollout_corr/rollout_is_eff_sample_size:0.9965111570155157 - rollout_corr/rollout_is_seq_mean:0.9997709393501282 - rollout_corr/rollout_is_seq_std:0.0031598741188645363 - rollout_corr/rollout_is_seq_max:1.0133167505264282 - rollout_corr/rollout_is_seq_min:0.9902758598327637 - rollout_corr/rollout_is_seq_max_deviation:0.013316750526428223 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1420407146215439) - rollout_corr/training_log_ppl:np.float64(0.1319708498340333) - rollout_corr/kl:np.float64(0.00334697983804233) - rollout_corr/k3_kl:np.float64(0.003322773397258061) - rollout_corr/rollout_ppl:np.float64(1.1381882051937282) - rollout_corr/rollout_log_ppl:np.float64(0.1286238697648514) - rollout_corr/log_ppl_diff:np.float64(0.003346980069181882) - rollout_corr/log_ppl_abs_diff:np.float64(0.00416515908727888) - rollout_corr/log_ppl_diff_max:np.float64(0.02431631088256836) - rollout_corr/log_ppl_diff_min:np.float64(-0.009125694632530212) - rollout_corr/ppl_ratio:np.float64(1.003362418152392) - rollout_corr/chi2_token:np.float64(0.006888196337968111) - rollout_corr/chi2_seq:np.float64(7.653338827658445) - actor/pg_loss:np.float64(-0.01788023195695132) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.00411511144193355) - actor/ppo_kl:np.float64(0.0009392099429490486) - actor/pg_clipfrac_lower:np.float64(2.4035241494857473e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.40234375) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.6484375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.41015625) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.41015625) - self_distillation/token_reweight_w_mean:np.float64(28821.024631349836) - self_distillation/token_reweight_w_std:np.float64(606853.9621677399) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0228235037066042) - self_distillation/token_reweight_w_clip_frac:np.float64(0.043081097886897624) - self_distillation/empty_target_batch:np.float64(0.3515625) - actor/grad_norm:np.float64(0.7861681282520294) - perf/mfu/actor:np.float64(0.04840678193887178) - perf/max_memory_allocated_gb:np.float64(126.06666421890259) - perf/max_memory_reserved_gb:np.float64(132.546875) - perf/cpu_memory_used_gb:np.float64(148.5127410888672) - actor/lr:np.float64(1e-06) - training/global_step:48 - training/epoch:0 - critic/score/mean:0.41015625 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.41015625 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.005245121195912361 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/re
step:49 - global_seqlen/min:24016 - global_seqlen/max:41774 - global_seqlen/minmax_diff:17758 - global_seqlen/balanced_min:31362 - global_seqlen/balanced_max:36367 - global_seqlen/mean:32837.5 - actor/entropy:0.10409660637378693 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.6117433309555054 - training/rollout_probs_diff_mean:0.005903498735278845 - training/rollout_probs_diff_std:0.0220436193048954 - training/rollout_actor_probs_pearson_corr:0.9912351965904236 - self_distillation/success_group_fraction:0.71875 - self_distillation/success_sample_fraction:0.71484375 - self_distillation/correct_sample_fraction:0.5546875 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.71484375 - rollout_corr/rollout_is_mean:1.0000702142715454 - rollout_corr/rollout_is_ratio_fraction_high:0.00033451110357418656 - rollout_corr/rollout_is_ratio_fraction_low:0.0008937718230299652 - rollout_corr/rollout_is_max:3.491097927093506 - rollout_corr/rollout_is_min:0.028616979718208313 - rollout_corr/rollout_is_std:0.05724980682134628 - rollout_corr/rollout_is_eff_sample_size:0.9967336406966744 - rollout_corr/rollout_is_seq_mean:1.000028371810913 - rollout_corr/rollout_is_seq_std:0.003054112195968628 - rollout_corr/rollout_is_seq_max:1.0149266719818115 - rollout_corr/rollout_is_seq_min:0.9898437261581421 - rollout_corr/rollout_is_seq_max_deviation:0.014926671981811523 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1312189544551075) - rollout_corr/training_log_ppl:np.float64(0.1225683281882084) - rollout_corr/kl:np.float64(0.003193662420187593) - rollout_corr/k3_kl:np.float64(0.00306158443544291) - rollout_corr/rollout_ppl:np.float64(1.127566663082689) - rollout_corr/rollout_log_ppl:np.float64(0.11937466532253893) - rollout_corr/log_ppl_diff:np.float64(0.0031936628656694666) - rollout_corr/log_ppl_abs_diff:np.float64(0.0040059694001683965) - rollout_corr/log_ppl_diff_max:np.float64(0.025427907705307007) - rollout_corr/log_ppl_diff_min:np.float64(-0.010632798075675964) - rollout_corr/ppl_ratio:np.float64(1.0032076502684504) - rollout_corr/chi2_token:np.float64(0.005995001411065459) - rollout_corr/chi2_seq:np.float64(45.05624337005429) - actor/pg_loss:np.float64(-0.01423611305654049) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0027160747026755416) - actor/ppo_kl:np.float64(0.0011048513061133747) - actor/pg_clipfrac_lower:np.float64(6.059268002900353e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.55078125) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.71484375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.5546875) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.5546875) - self_distillation/token_reweight_w_mean:np.float64(57928.72792802588) - self_distillation/token_reweight_w_std:np.float64(1335735.3300168514) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0248327071312815) - self_distillation/token_reweight_w_clip_frac:np.float64(0.04662790981819853) - self_distillation/empty_target_batch:np.float64(0.28515625) - actor/grad_norm:np.float64(0.5985234901309013) - perf/mfu/actor:np.float64(0.05586007123188803) - perf/max_memory_allocated_gb:np.float64(126.06666421890259) - perf/max_memory_reserved_gb:np.float64(132.546875) - perf/cpu_memory_used_gb:np.float64(148.42269134521484) - actor/lr:np.float64(1e-06) - training/global_step:49 - training/epoch:0 - critic/score/mean:0.5546875 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.5546875 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.07195320725440979 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - crit
test_gen_batch meta info: {'eos_token_id': 151645, 'pad_token_id': 151643, 'recompute_log_prob': False, 'do_sample': True, 'validate': True, 'global_steps': 50}
validation generation end
[prompt] system

Given a question and four options, please select the right answer. Respond in the following format:
<reasoning>
...
</reasoning>
<answer>
...
</answer>

For the answer, only output the letter corresponding to the correct option (A, B, C, or D), and nothing else. Do not restate the answer text. For example, if the answer is "A", just output:
<answer>
A
</answer>

user
Which of the following molecules is the only correct reactant used in the synthesis of the product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1" ?

A: O=C1c2ccccc2C(=O)N1c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1
B: O=C1c2ccccc2C(Cl)N1c1ccc2ccc(Cl)nc2n1
C: O=C1c2ccccc2C(=O)N1Cc1ccc(Oc2ccc(Cl)c(C(F)(F)F)c2)cc1
D: O=C1c2ccccc2C(=O)N1CC=C(Cc1ccccc1)C(F)(F)F
Please reason step by step.
assistant
<think>

</think>


[response] <reasoning>
To determine which molecule is the only correct reactant used in the synthesis of the product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1", I need to analyze the structure of the product and compare it to the options provided.

First, let's understand the structure of the product:

"Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1"

This is a complex organic molecule. Let's break it down:

- "Nc1" suggests a nitrogen atom connected to a carbon atom (C1)
- "ccn(" suggests a chain of two carbon atoms connected to a nitrogen atom
- "(Cc2ccc(Cl)cc2C(F)(F)F)" is a substituent on the nitrogen atom:
  - "Cc2" suggests a carbon connected to a cyclopropane ring (but this notation is unclear)
  - "ccc(Cl)cc2" suggests a benzene ring with a chlorine atom on one carbon
  - "C(F)(F)F" suggests a trifluoromethyl group

So the product appears to be a nitrogen-containing compound with a benzene ring substituted with a chlorine atom and a trifluoromethyl group.

Now let's examine each option:

Option A: O=C1c2ccccc2C(=O)N1c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1
This structure appears to be a ketone (O=C) with a benzene ring (c2ccccc2) connected to an amide group (C(=O)N). The amide group is connected to a nitrogen that is part of the product structure (c1ccn(...)). This seems like it could be a possible reactant that could form the product through some reaction.

Option B: O=C1c2ccccc2C(Cl)N1c1ccc2ccc(Cl)nc2n1
This structure also appears to be a ketone with a benzene ring. The Cl atom is directly attached to the carbon chain, and there's a complex amine group structure. This might be a possible reactant, but the structure doesn't exactly match the product's structure.

Option C: O=C1c2ccccc2C(=O)N1Cc1ccc(Oc2ccc(Cl)c(C(F)(F)F)c2)cc1
This structure is a ketone with a benzene ring. It has a complex substituent group that includes a chlorine atom and a trifluoromethyl group (C(F)(F)F). This seems to have similar features to the product, but the structure is more complex and doesn't exactly match the product's structure.

Option D: O=C1c2ccccc2C(=O)N1CC=C(Cc1ccccc1)C(F)(F)F
This structure is a ketone with a benzene ring. It has a complex substituent group that includes a trifluoromethyl group (C(F)(F)F). However, the structure doesn't seem to have the exact same substituent pattern as the product.

The product has a specific structure: a nitrogen atom connected to a chain that includes a benzene ring with a chlorine atom and a trifluoromethyl group.

Looking at the options, option A has the exact structure of the product as part of its amide group (c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1). This suggests that option A is the correct reactant used in the synthesis of the product.

The other options have similar structures but don't exactly match the product's structure. Option A is the only one that contains the exact substituent pattern found in the product.
</reasoning>

<answer>
A
</answer>
[ground_truth] A
[score] 1.0
[acc] 1.0
[pred] A
[incorrect_format] 1
[feedback]
local_global_step_folder: /mnt/mole/SDPO/L2T/checkpoints/datasets/sciknoweval/chemistry/qwen3gen-chemistry-RLRT_TR-Qwen-Qwen3-4B-mbs8-tr0.1-decay0-train32-rollout8-lr1e-6-vllm0.8-epsw0.5/global_step_50
step:50 - global_seqlen/min:25582 - global_seqlen/max:46871 - global_seqlen/minmax_diff:21289 - global_seqlen/balanced_min:30940 - global_seqlen/balanced_max:31187 - global_seqlen/mean:31082.875 - actor/entropy:0.10516215860843658 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.5948648452758789 - training/rollout_probs_diff_mean:0.0061529711820185184 - training/rollout_probs_diff_std:0.022906361147761345 - training/rollout_actor_probs_pearson_corr:0.9904731512069702 - self_distillation/success_group_fraction:0.71875 - self_distillation/success_sample_fraction:0.703125 - self_distillation/correct_sample_fraction:0.51953125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.703125 - rollout_corr/rollout_is_mean:1.000125527381897 - rollout_corr/rollout_is_ratio_fraction_high:0.0004179681127425283 - rollout_corr/rollout_is_ratio_fraction_low:0.0009206595132127404 - rollout_corr/rollout_is_max:8.425897598266602 - rollout_corr/rollout_is_min:0.027873242273926735 - rollout_corr/rollout_is_std:0.0587451234459877 - rollout_corr/rollout_is_eff_sample_size:0.9965609970399959 - rollout_corr/rollout_is_seq_mean:1.0000724792480469 - rollout_corr/rollout_is_seq_std:0.003811726113781333 - rollout_corr/rollout_is_seq_max:1.0131349563598633 - rollout_corr/rollout_is_seq_min:0.9862909913063049 - rollout_corr/rollout_is_seq_max_deviation:0.013709008693695068 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1286624413914979) - rollout_corr/training_log_ppl:np.float64(0.120148289923236) - rollout_corr/kl:np.float64(0.004008703259051671) - rollout_corr/k3_kl:np.float64(0.0037286154962430373) - rollout_corr/rollout_ppl:np.float64(1.1240747338160872) - rollout_corr/rollout_log_ppl:np.float64(0.11613958633461152) - rollout_corr/log_ppl_diff:np.float64(0.004008703588624485) - rollout_corr/log_ppl_abs_diff:np.float64(0.0051483303686836734) - rollout_corr/log_ppl_diff_max:np.float64(0.022607117891311646) - rollout_corr/log_ppl_diff_min:np.float64(-0.012048780918121338) - rollout_corr/ppl_ratio:np.float64(1.0040326453745365) - rollout_corr/chi2_token:np.float64(0.006777836242690682) - rollout_corr/chi2_seq:np.float64(57.50143641768955) - actor/pg_loss:np.float64(-0.008318423992022872) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0030300879134301795) - actor/ppo_kl:np.float64(0.0017265039804783555) - actor/pg_clipfrac_lower:np.float64(5.128611792315496e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.50390625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.703125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.51953125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.51953125) - self_distillation/token_reweight_w_mean:np.float64(70633.20633947663) - self_distillation/token_reweight_w_std:np.float64(1121382.4498844147) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0163265876471996) - self_distillation/token_reweight_w_clip_frac:np.float64(0.03052014100831002) - self_distillation/empty_target_batch:np.float64(0.296875) - actor/grad_norm:np.float64(0.6029755845665932) - perf/mfu/actor:np.float64(0.053066761817274634) - perf/max_memory_allocated_gb:np.float64(126.06666421890259) - perf/max_memory_reserved_gb:np.float64(132.546875) - perf/cpu_memory_used_gb:np.float64(148.46012496948242) - actor/lr:np.float64(1e-06) - val-aux/sciknoweval/reward/mean@16:np.float64(0.5306547619047619) - val-aux/sciknoweval/reward/std@16:np.float64(0.17600434772035445) - val-aux/sciknoweval/reward/best@2/mean:np.float64(0.5950619047619047) - val-aux/sciknoweval/reward/best@2/std:np.float64(0.13937745308399344) - val-aux/sciknoweval/reward/worst@
step:51 - global_seqlen/min:21768 - global_seqlen/max:46308 - global_seqlen/minmax_diff:24540 - global_seqlen/balanced_min:31732 - global_seqlen/balanced_max:33981 - global_seqlen/mean:32720.125 - actor/entropy:0.105016328394413 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9011639356613159 - training/rollout_probs_diff_mean:0.006418254226446152 - training/rollout_probs_diff_std:0.024233896285295486 - training/rollout_actor_probs_pearson_corr:0.9895029664039612 - self_distillation/success_group_fraction:0.875 - self_distillation/success_sample_fraction:0.86328125 - self_distillation/correct_sample_fraction:0.640625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.86328125 - rollout_corr/rollout_is_mean:0.9999180436134338 - rollout_corr/rollout_is_ratio_fraction_high:0.00048417356447316706 - rollout_corr/rollout_is_ratio_fraction_low:0.0011719200992956758 - rollout_corr/rollout_is_max:5.221835613250732 - rollout_corr/rollout_is_min:0.030255915597081184 - rollout_corr/rollout_is_std:0.06053456664085388 - rollout_corr/rollout_is_eff_sample_size:0.9963475841806959 - rollout_corr/rollout_is_seq_mean:1.0001332759857178 - rollout_corr/rollout_is_seq_std:0.0037441328167915344 - rollout_corr/rollout_is_seq_max:1.0173282623291016 - rollout_corr/rollout_is_seq_min:0.988683819770813 - rollout_corr/rollout_is_seq_max_deviation:0.017328262329101562 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1300918962806463) - rollout_corr/training_log_ppl:np.float64(0.12155277677811682) - rollout_corr/kl:np.float64(0.003612658426010995) - rollout_corr/k3_kl:np.float64(0.003880964318682345) - rollout_corr/rollout_ppl:np.float64(1.1259828922338784) - rollout_corr/rollout_log_ppl:np.float64(0.11794011856545694) - rollout_corr/log_ppl_diff:np.float64(0.0036126582126598805) - rollout_corr/log_ppl_abs_diff:np.float64(0.0044662221043836325) - rollout_corr/log_ppl_diff_max:np.float64(0.023531556129455566) - rollout_corr/log_ppl_diff_min:np.float64(-0.01198580116033554) - rollout_corr/ppl_ratio:np.float64(1.0036305985413492) - rollout_corr/chi2_token:np.float64(0.01007524924352765) - rollout_corr/chi2_seq:np.float64(167.29136015824042) - actor/pg_loss:np.float64(-0.01733950769994408) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.004370644915979938) - actor/ppo_kl:np.float64(0.0012448640474040928) - actor/pg_clipfrac_lower:np.float64(5.748683315687231e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.62890625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.86328125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.640625) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.640625) - self_distillation/token_reweight_w_mean:np.float64(87496.04727218044) - self_distillation/token_reweight_w_std:np.float64(1813209.2744187117) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0333468739409) - self_distillation/token_reweight_w_clip_frac:np.float64(0.06324695152579807) - self_distillation/empty_target_batch:np.float64(0.13671875) - actor/grad_norm:np.float64(0.9207322299480438) - perf/mfu/actor:np.float64(0.056099729938889176) - perf/max_memory_allocated_gb:np.float64(126.06666421890259) - perf/max_memory_reserved_gb:np.float64(132.546875) - perf/cpu_memory_used_gb:np.float64(150.42283630371094) - actor/lr:np.float64(1e-06) - training/global_step:51 - training/epoch:0 - critic/score/mean:0.640625 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.640625 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.01710081845521927 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/re
step:52 - global_seqlen/min:25573 - global_seqlen/max:41214 - global_seqlen/minmax_diff:15641 - global_seqlen/balanced_min:33766 - global_seqlen/balanced_max:36967 - global_seqlen/mean:34230.0 - actor/entropy:0.09133836627006531 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9357556104660034 - training/rollout_probs_diff_mean:0.0057863094843924046 - training/rollout_probs_diff_std:0.023196684196591377 - training/rollout_actor_probs_pearson_corr:0.9890382289886475 - self_distillation/success_group_fraction:0.6875 - self_distillation/success_sample_fraction:0.6796875 - self_distillation/correct_sample_fraction:0.4375 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.6796875 - rollout_corr/rollout_is_mean:0.9998706579208374 - rollout_corr/rollout_is_ratio_fraction_high:0.00037281637196429074 - rollout_corr/rollout_is_ratio_fraction_low:0.0011087654856964946 - rollout_corr/rollout_is_max:5.242549419403076 - rollout_corr/rollout_is_min:0.006999948062002659 - rollout_corr/rollout_is_std:0.05856627598404884 - rollout_corr/rollout_is_eff_sample_size:0.9965806502965884 - rollout_corr/rollout_is_seq_mean:0.9999760985374451 - rollout_corr/rollout_is_seq_std:0.003729964606463909 - rollout_corr/rollout_is_seq_max:1.0267701148986816 - rollout_corr/rollout_is_seq_min:0.9868793487548828 - rollout_corr/rollout_is_seq_max_deviation:0.02677011489868164 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1184020494110882) - rollout_corr/training_log_ppl:np.float64(0.1112632971671701) - rollout_corr/kl:np.float64(0.004413038354599053) - rollout_corr/k3_kl:np.float64(0.00436706960704214) - rollout_corr/rollout_ppl:np.float64(1.1134287393651903) - rollout_corr/rollout_log_ppl:np.float64(0.10685025890779798) - rollout_corr/log_ppl_diff:np.float64(0.004413038259372115) - rollout_corr/log_ppl_abs_diff:np.float64(0.00520424751448445) - rollout_corr/log_ppl_diff_max:np.float64(0.029524728655815125) - rollout_corr/log_ppl_diff_min:np.float64(-0.009387701749801636) - rollout_corr/ppl_ratio:np.float64(1.004437516676262) - rollout_corr/chi2_token:np.float64(0.009002368431538343) - rollout_corr/chi2_seq:np.float64(679.3641366483644) - actor/pg_loss:np.float64(-0.017592362710274756) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.004039022593588015) - actor/ppo_kl:np.float64(0.0019239091760994143) - actor/pg_clipfrac_lower:np.float64(7.499768389607198e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.4296875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.6796875) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.4375) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.4375) - self_distillation/token_reweight_w_mean:np.float64(37343.83116699639) - self_distillation/token_reweight_w_std:np.float64(960733.9167761803) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0248404254671186) - self_distillation/token_reweight_w_clip_frac:np.float64(0.04618617019150406) - self_distillation/empty_target_batch:np.float64(0.3203125) - actor/grad_norm:np.float64(0.8205290734767914) - perf/mfu/actor:np.float64(0.05641891968848463) - perf/max_memory_allocated_gb:np.float64(126.06666421890259) - perf/max_memory_reserved_gb:np.float64(132.546875) - perf/cpu_memory_used_gb:np.float64(148.3712158203125) - actor/lr:np.float64(1e-06) - training/global_step:52 - training/epoch:0 - critic/score/mean:0.4375 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.4375 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.04876994714140892 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:-0.0487
step:53 - global_seqlen/min:28466 - global_seqlen/max:44242 - global_seqlen/minmax_diff:15776 - global_seqlen/balanced_min:34092 - global_seqlen/balanced_max:34534 - global_seqlen/mean:34185.25 - actor/entropy:0.10134868323802948 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.8797119855880737 - training/rollout_probs_diff_mean:0.00638324161991477 - training/rollout_probs_diff_std:0.024635856971144676 - training/rollout_actor_probs_pearson_corr:0.9887385964393616 - self_distillation/success_group_fraction:0.6875 - self_distillation/success_sample_fraction:0.68359375 - self_distillation/correct_sample_fraction:0.59375 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.68359375 - rollout_corr/rollout_is_mean:1.0001277923583984 - rollout_corr/rollout_is_ratio_fraction_high:0.00036397093208506703 - rollout_corr/rollout_is_ratio_fraction_low:0.0012486224295571446 - rollout_corr/rollout_is_max:5.468924045562744 - rollout_corr/rollout_is_min:0.032368529587984085 - rollout_corr/rollout_is_std:0.060842469334602356 - rollout_corr/rollout_is_eff_sample_size:0.9963120834228559 - rollout_corr/rollout_is_seq_mean:1.0002470016479492 - rollout_corr/rollout_is_seq_std:0.003811272094026208 - rollout_corr/rollout_is_seq_max:1.0218180418014526 - rollout_corr/rollout_is_seq_min:0.985971987247467 - rollout_corr/rollout_is_seq_max_deviation:0.021818041801452637 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1233940292149782) - rollout_corr/training_log_ppl:np.float64(0.11567015586479101) - rollout_corr/kl:np.float64(0.004040797105702154) - rollout_corr/k3_kl:np.float64(0.004130331637270501) - rollout_corr/rollout_ppl:np.float64(1.1188221503980458) - rollout_corr/rollout_log_ppl:np.float64(0.1116293572995346) - rollout_corr/log_ppl_diff:np.float64(0.004040798565256409) - rollout_corr/log_ppl_abs_diff:np.float64(0.004807569537661038) - rollout_corr/log_ppl_diff_max:np.float64(0.03039519488811493) - rollout_corr/log_ppl_diff_min:np.float64(-0.009913988411426544) - rollout_corr/ppl_ratio:np.float64(1.004061868879944) - rollout_corr/chi2_token:np.float64(0.010728931985795498) - rollout_corr/chi2_seq:np.float64(7.552073881262913) - actor/pg_loss:np.float64(-0.008994340314529836) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.002766927572338318) - actor/ppo_kl:np.float64(0.0016523738943021726) - actor/pg_clipfrac_lower:np.float64(1.8253504094900563e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.58984375) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.68359375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.59375) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.59375) - self_distillation/token_reweight_w_mean:np.float64(99432.38616519957) - self_distillation/token_reweight_w_std:np.float64(2072753.164990902) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0258212003391236) - self_distillation/token_reweight_w_clip_frac:np.float64(0.04912716842954978) - self_distillation/empty_target_batch:np.float64(0.31640625) - actor/grad_norm:np.float64(0.5917658731341362) - perf/mfu/actor:np.float64(0.056644939915550634) - perf/max_memory_allocated_gb:np.float64(126.06666421890259) - perf/max_memory_reserved_gb:np.float64(132.546875) - perf/cpu_memory_used_gb:np.float64(148.7984962463379) - actor/lr:np.float64(1e-06) - training/global_step:53 - training/epoch:0 - critic/score/mean:0.59375 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.59375 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.00780894560739398 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns
step:54 - global_seqlen/min:26254 - global_seqlen/max:64294 - global_seqlen/minmax_diff:38040 - global_seqlen/balanced_min:37032 - global_seqlen/balanced_max:39061 - global_seqlen/mean:37373.125 - actor/entropy:0.09315217286348343 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.8866643309593201 - training/rollout_probs_diff_mean:0.005704076495021582 - training/rollout_probs_diff_std:0.02279827557504177 - training/rollout_actor_probs_pearson_corr:0.9895633459091187 - self_distillation/success_group_fraction:0.71875 - self_distillation/success_sample_fraction:0.6953125 - self_distillation/correct_sample_fraction:0.34765625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.6953125 - rollout_corr/rollout_is_mean:1.0000078678131104 - rollout_corr/rollout_is_ratio_fraction_high:0.0003875209658872336 - rollout_corr/rollout_is_ratio_fraction_low:0.0009013128001242876 - rollout_corr/rollout_is_max:7.151910781860352 - rollout_corr/rollout_is_min:0.01988193579018116 - rollout_corr/rollout_is_std:0.057561296969652176 - rollout_corr/rollout_is_eff_sample_size:0.996696691344647 - rollout_corr/rollout_is_seq_mean:0.9998860359191895 - rollout_corr/rollout_is_seq_std:0.0037728012539446354 - rollout_corr/rollout_is_seq_max:1.0136752128601074 - rollout_corr/rollout_is_seq_min:0.9878053069114685 - rollout_corr/rollout_is_seq_max_deviation:0.013675212860107422 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.121885733678937) - rollout_corr/training_log_ppl:np.float64(0.11421188736858312) - rollout_corr/kl:np.float64(0.003474714704555737) - rollout_corr/k3_kl:np.float64(0.0037007625878686667) - rollout_corr/rollout_ppl:np.float64(1.1179536748677492) - rollout_corr/rollout_log_ppl:np.float64(0.11073717216640944) - rollout_corr/log_ppl_diff:np.float64(0.003474715202173684) - rollout_corr/log_ppl_abs_diff:np.float64(0.0042364274195278995) - rollout_corr/log_ppl_diff_max:np.float64(0.025847449898719788) - rollout_corr/log_ppl_diff_min:np.float64(-0.00762137770652771) - rollout_corr/ppl_ratio:np.float64(1.003491893876344) - rollout_corr/chi2_token:np.float64(0.01032503810711205) - rollout_corr/chi2_seq:np.float64(1.4937188846524805) - actor/pg_loss:np.float64(-0.014422203414142132) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.004466988774765923) - actor/ppo_kl:np.float64(0.0007271501427226212) - actor/pg_clipfrac_lower:np.float64(7.623853900895483e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.32421875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.6953125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.34765625) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.34765625) - self_distillation/token_reweight_w_mean:np.float64(55169.85494938376) - self_distillation/token_reweight_w_std:np.float64(1069967.683432579) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.015584580367431) - self_distillation/token_reweight_w_clip_frac:np.float64(0.028693311585811898) - self_distillation/empty_target_batch:np.float64(0.3046875) - actor/grad_norm:np.float64(0.767306923866272) - perf/mfu/actor:np.float64(0.06013605037160546) - perf/max_memory_allocated_gb:np.float64(126.06666421890259) - perf/max_memory_reserved_gb:np.float64(132.546875) - perf/cpu_memory_used_gb:np.float64(148.49427795410156) - actor/lr:np.float64(1e-06) - training/global_step:54 - training/epoch:0 - critic/score/mean:0.34765625 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.34765625 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.0005889012245461345 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 -
step:55 - global_seqlen/min:24292 - global_seqlen/max:43366 - global_seqlen/minmax_diff:19074 - global_seqlen/balanced_min:33332 - global_seqlen/balanced_max:33440 - global_seqlen/mean:33403.5 - actor/entropy:0.08846757560968399 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.8308600187301636 - training/rollout_probs_diff_mean:0.00633358396589756 - training/rollout_probs_diff_std:0.02591029368340969 - training/rollout_actor_probs_pearson_corr:0.9860249757766724 - self_distillation/success_group_fraction:0.65625 - self_distillation/success_sample_fraction:0.65625 - self_distillation/correct_sample_fraction:0.55859375 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.65625 - rollout_corr/rollout_is_mean:1.000053882598877 - rollout_corr/rollout_is_ratio_fraction_high:0.0005758785991929471 - rollout_corr/rollout_is_ratio_fraction_low:0.0014634713297709823 - rollout_corr/rollout_is_max:9.212862968444824 - rollout_corr/rollout_is_min:0.0360703282058239 - rollout_corr/rollout_is_std:0.06259243935346603 - rollout_corr/rollout_is_eff_sample_size:0.9960962932538129 - rollout_corr/rollout_is_seq_mean:1.0000203847885132 - rollout_corr/rollout_is_seq_std:0.004078775178641081 - rollout_corr/rollout_is_seq_max:1.0274440050125122 - rollout_corr/rollout_is_seq_min:0.9871687293052673 - rollout_corr/rollout_is_seq_max_deviation:0.027444005012512207 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1107266657054424) - rollout_corr/training_log_ppl:np.float64(0.10429190674767597) - rollout_corr/kl:np.float64(0.004408587532111596) - rollout_corr/k3_kl:np.float64(0.004489609416509666) - rollout_corr/rollout_ppl:np.float64(1.105793348979205) - rollout_corr/rollout_log_ppl:np.float64(0.09988331817294238) - rollout_corr/log_ppl_diff:np.float64(0.004408588574733585) - rollout_corr/log_ppl_abs_diff:np.float64(0.005020611657528207) - rollout_corr/log_ppl_diff_max:np.float64(0.03272293508052826) - rollout_corr/log_ppl_diff_min:np.float64(-0.007540419697761536) - rollout_corr/ppl_ratio:np.float64(1.0044319366570562) - rollout_corr/chi2_token:np.float64(0.011596329975873232) - rollout_corr/chi2_seq:np.float64(3.328456462128088) - actor/pg_loss:np.float64(-0.008214214816689491) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0022378271160050645) - actor/ppo_kl:np.float64(0.0016214571193060578) - actor/pg_clipfrac_lower:np.float64(1.8385959833722154e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.55859375) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.65625) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.55859375) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.55859375) - self_distillation/token_reweight_w_mean:np.float64(69102.32135133189) - self_distillation/token_reweight_w_std:np.float64(1602501.8027091026) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0173866411205381) - self_distillation/token_reweight_w_clip_frac:np.float64(0.031828471284825355) - self_distillation/empty_target_batch:np.float64(0.34375) - actor/grad_norm:np.float64(0.47398248314857483) - perf/mfu/actor:np.float64(0.057261379711632934) - perf/max_memory_allocated_gb:np.float64(126.06666421890259) - perf/max_memory_reserved_gb:np.float64(132.546875) - perf/cpu_memory_used_gb:np.float64(148.42487716674805) - actor/lr:np.float64(1e-06) - training/global_step:55 - training/epoch:0 - critic/score/mean:0.55859375 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.55859375 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.020946264266967773 - critic/advantages/max:0.75 - critic/advantages/min:-0.875 - critic/retu
step:56 - global_seqlen/min:20189 - global_seqlen/max:42411 - global_seqlen/minmax_diff:22222 - global_seqlen/balanced_min:33098 - global_seqlen/balanced_max:36647 - global_seqlen/mean:33709.625 - actor/entropy:0.1029018834233284 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9759749174118042 - training/rollout_probs_diff_mean:0.006412393879145384 - training/rollout_probs_diff_std:0.024167750030755997 - training/rollout_actor_probs_pearson_corr:0.9890901446342468 - self_distillation/success_group_fraction:0.75 - self_distillation/success_sample_fraction:0.734375 - self_distillation/correct_sample_fraction:0.45703125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.734375 - rollout_corr/rollout_is_mean:1.0001922845840454 - rollout_corr/rollout_is_ratio_fraction_high:0.0003518387384247035 - rollout_corr/rollout_is_ratio_fraction_low:0.0010010059922933578 - rollout_corr/rollout_is_max:10.355284690856934 - rollout_corr/rollout_is_min:0.022998353466391563 - rollout_corr/rollout_is_std:0.0605773851275444 - rollout_corr/rollout_is_eff_sample_size:0.9963443890088898 - rollout_corr/rollout_is_seq_mean:1.0002176761627197 - rollout_corr/rollout_is_seq_std:0.00411574449390173 - rollout_corr/rollout_is_seq_max:1.0319781303405762 - rollout_corr/rollout_is_seq_min:0.9839279651641846 - rollout_corr/rollout_is_seq_max_deviation:0.03197813034057617 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1294899084605277) - rollout_corr/training_log_ppl:np.float64(0.12104843548331701) - rollout_corr/kl:np.float64(0.003658761356542417) - rollout_corr/k3_kl:np.float64(0.0042341612122527295) - rollout_corr/rollout_ppl:np.float64(1.1253434345126152) - rollout_corr/rollout_log_ppl:np.float64(0.11738967301425873) - rollout_corr/log_ppl_diff:np.float64(0.0036587624690582743) - rollout_corr/log_ppl_abs_diff:np.float64(0.0043876590843865415) - rollout_corr/log_ppl_diff_max:np.float64(0.02139727771282196) - rollout_corr/log_ppl_diff_min:np.float64(-0.0194491446018219) - rollout_corr/ppl_ratio:np.float64(1.0036767160054296) - rollout_corr/chi2_token:np.float64(0.011821354273706675) - rollout_corr/chi2_seq:np.float64(53.962677366798744) - actor/pg_loss:np.float64(-0.01668556348886341) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.004734370383175701) - actor/ppo_kl:np.float64(0.0011719415404556344) - actor/pg_clipfrac_lower:np.float64(9.748156503519567e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.44140625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.734375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.45703125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.45703125) - self_distillation/token_reweight_w_mean:np.float64(58897.44705587439) - self_distillation/token_reweight_w_std:np.float64(1179264.1199960709) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.024096379056573) - self_distillation/token_reweight_w_clip_frac:np.float64(0.0457928161486052) - self_distillation/empty_target_batch:np.float64(0.265625) - actor/grad_norm:np.float64(0.7798995077610016) - perf/mfu/actor:np.float64(0.05232352721835622) - perf/max_memory_allocated_gb:np.float64(126.06666421890259) - perf/max_memory_reserved_gb:np.float64(132.546875) - perf/cpu_memory_used_gb:np.float64(148.60297393798828) - actor/lr:np.float64(1e-06) - training/global_step:56 - training/epoch:0 - critic/score/mean:0.45703125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.45703125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.014860849827528 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/return
step:57 - global_seqlen/min:23223 - global_seqlen/max:39688 - global_seqlen/minmax_diff:16465 - global_seqlen/balanced_min:30043 - global_seqlen/balanced_max:31599 - global_seqlen/mean:30456.5 - actor/entropy:0.09331716597080231 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9969037175178528 - training/rollout_probs_diff_mean:0.006996227893978357 - training/rollout_probs_diff_std:0.027770496904850006 - training/rollout_actor_probs_pearson_corr:0.9846569895744324 - self_distillation/success_group_fraction:0.71875 - self_distillation/success_sample_fraction:0.70703125 - self_distillation/correct_sample_fraction:0.46875 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.70703125 - rollout_corr/rollout_is_mean:0.9995222687721252 - rollout_corr/rollout_is_ratio_fraction_high:0.00042294227750971913 - rollout_corr/rollout_is_ratio_fraction_low:0.001721140113659203 - rollout_corr/rollout_is_max:4.5865702629089355 - rollout_corr/rollout_is_min:0.0011717671295627952 - rollout_corr/rollout_is_std:0.0650528222322464 - rollout_corr/rollout_is_eff_sample_size:0.9957822395855529 - rollout_corr/rollout_is_seq_mean:0.9995474815368652 - rollout_corr/rollout_is_seq_std:0.003546808147802949 - rollout_corr/rollout_is_seq_max:1.01587975025177 - rollout_corr/rollout_is_seq_min:0.985020101070404 - rollout_corr/rollout_is_seq_max_deviation:0.01587975025177002 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1165010263212025) - rollout_corr/training_log_ppl:np.float64(0.10950422051246278) - rollout_corr/kl:np.float64(0.0047694411109659995) - rollout_corr/k3_kl:np.float64(0.00447647445776056) - rollout_corr/rollout_ppl:np.float64(1.1111168032512069) - rollout_corr/rollout_log_ppl:np.float64(0.10473477891355287) - rollout_corr/log_ppl_diff:np.float64(0.004769441598909907) - rollout_corr/log_ppl_abs_diff:np.float64(0.005569010580074973) - rollout_corr/log_ppl_diff_max:np.float64(0.047935500741004944) - rollout_corr/log_ppl_diff_min:np.float64(-0.012181416153907776) - rollout_corr/ppl_ratio:np.float64(1.004800499882549) - rollout_corr/chi2_token:np.float64(0.008035599719733) - rollout_corr/chi2_seq:np.float64(5.2239662278443575) - actor/pg_loss:np.float64(-0.018892316264100373) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.004214922898427176) - actor/ppo_kl:np.float64(0.0015559617654616886) - actor/pg_clipfrac_lower:np.float64(4.9772788315749494e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.45703125) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.70703125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.46875) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.46875) - self_distillation/token_reweight_w_mean:np.float64(98919.4625668507) - self_distillation/token_reweight_w_std:np.float64(1735562.5543112755) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0301725529134274) - self_distillation/token_reweight_w_clip_frac:np.float64(0.05612798422225751) - self_distillation/empty_target_batch:np.float64(0.29296875) - actor/grad_norm:np.float64(0.8608678728342056) - perf/mfu/actor:np.float64(0.054034553862137416) - perf/max_memory_allocated_gb:np.float64(126.06666421890259) - perf/max_memory_reserved_gb:np.float64(132.546875) - perf/cpu_memory_used_gb:np.float64(148.28236770629883) - actor/lr:np.float64(1e-06) - training/global_step:57 - training/epoch:0 - critic/score/mean:0.46875 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.46875 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.01283879391849041 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/m
step:58 - global_seqlen/min:26243 - global_seqlen/max:72966 - global_seqlen/minmax_diff:46723 - global_seqlen/balanced_min:35987 - global_seqlen/balanced_max:38271 - global_seqlen/mean:36416.875 - actor/entropy:0.09520480036735535 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9011644721031189 - training/rollout_probs_diff_mean:0.006048537325114012 - training/rollout_probs_diff_std:0.02387796901166439 - training/rollout_actor_probs_pearson_corr:0.9886642694473267 - self_distillation/success_group_fraction:0.71875 - self_distillation/success_sample_fraction:0.7109375 - self_distillation/correct_sample_fraction:0.50390625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.7109375 - rollout_corr/rollout_is_mean:0.9999451637268066 - rollout_corr/rollout_is_ratio_fraction_high:0.0004445190425030887 - rollout_corr/rollout_is_ratio_fraction_low:0.001197479898110032 - rollout_corr/rollout_is_max:6.0888991355896 - rollout_corr/rollout_is_min:0.024863438680768013 - rollout_corr/rollout_is_std:0.05965130403637886 - rollout_corr/rollout_is_eff_sample_size:0.9964531547133225 - rollout_corr/rollout_is_seq_mean:0.9998512268066406 - rollout_corr/rollout_is_seq_std:0.0034638068173080683 - rollout_corr/rollout_is_seq_max:1.011372685432434 - rollout_corr/rollout_is_seq_min:0.9863927364349365 - rollout_corr/rollout_is_seq_max_deviation:0.013607263565063477 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.124374293256551) - rollout_corr/training_log_ppl:np.float64(0.1164662004521233) - rollout_corr/kl:np.float64(0.005832314650428216) - rollout_corr/k3_kl:np.float64(0.005781776066214661) - rollout_corr/rollout_ppl:np.float64(1.1177616100758314) - rollout_corr/rollout_log_ppl:np.float64(0.11063388529146323) - rollout_corr/log_ppl_diff:np.float64(0.005832315160660073) - rollout_corr/log_ppl_abs_diff:np.float64(0.006332899065455422) - rollout_corr/log_ppl_diff_max:np.float64(0.06946521997451782) - rollout_corr/log_ppl_diff_min:np.float64(-0.00863376259803772) - rollout_corr/ppl_ratio:np.float64(1.0058785711880773) - rollout_corr/chi2_token:np.float64(0.01350733102299273) - rollout_corr/chi2_seq:np.float64(5.465535322204232) - actor/pg_loss:np.float64(-0.014905191957950592) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.003956019636916608) - actor/ppo_kl:np.float64(0.00291556941205684) - actor/pg_clipfrac_lower:np.float64(8.523895911594082e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.49609375) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.7109375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.50390625) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.50390625) - self_distillation/token_reweight_w_mean:np.float64(115516.30715873628) - self_distillation/token_reweight_w_std:np.float64(2002045.98208189) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.022666162578389) - self_distillation/token_reweight_w_clip_frac:np.float64(0.04273742125951685) - self_distillation/empty_target_batch:np.float64(0.2890625) - actor/grad_norm:np.float64(0.7986267656087875) - perf/mfu/actor:np.float64(0.05776645554525677) - perf/max_memory_allocated_gb:np.float64(128.43929767608643) - perf/max_memory_reserved_gb:np.float64(134.98828125) - perf/cpu_memory_used_gb:np.float64(148.35951232910156) - actor/lr:np.float64(1e-06) - training/global_step:58 - training/epoch:0 - critic/score/mean:0.50390625 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.50390625 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.0102284736931324 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/ret
step:59 - global_seqlen/min:17318 - global_seqlen/max:31187 - global_seqlen/minmax_diff:13869 - global_seqlen/balanced_min:23238 - global_seqlen/balanced_max:29584 - global_seqlen/mean:24576.0 - actor/entropy:0.09653881937265396 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.8463876843452454 - training/rollout_probs_diff_mean:0.0068543837405741215 - training/rollout_probs_diff_std:0.026680782437324524 - training/rollout_actor_probs_pearson_corr:0.986003577709198 - self_distillation/success_group_fraction:0.6875 - self_distillation/success_sample_fraction:0.66796875 - self_distillation/correct_sample_fraction:0.4375 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.66796875 - rollout_corr/rollout_is_mean:0.9999891519546509 - rollout_corr/rollout_is_ratio_fraction_high:0.0006257038912735879 - rollout_corr/rollout_is_ratio_fraction_low:0.0015251532895490527 - rollout_corr/rollout_is_max:6.100794315338135 - rollout_corr/rollout_is_min:0.018110811710357666 - rollout_corr/rollout_is_std:0.06480450928211212 - rollout_corr/rollout_is_eff_sample_size:0.9958165204528239 - rollout_corr/rollout_is_seq_mean:1.0000298023223877 - rollout_corr/rollout_is_seq_std:0.0050463927909731865 - rollout_corr/rollout_is_seq_max:1.025491714477539 - rollout_corr/rollout_is_seq_min:0.9840055704116821 - rollout_corr/rollout_is_seq_max_deviation:0.025491714477539062 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1220234371721745) - rollout_corr/training_log_ppl:np.float64(0.11451192818822165) - rollout_corr/kl:np.float64(0.0049033471429424935) - rollout_corr/k3_kl:np.float64(0.005438158455035591) - rollout_corr/rollout_ppl:np.float64(1.116492445115) - rollout_corr/rollout_log_ppl:np.float64(0.10960858037287835) - rollout_corr/log_ppl_diff:np.float64(0.004903347815343295) - rollout_corr/log_ppl_abs_diff:np.float64(0.006245059104912798) - rollout_corr/log_ppl_diff_max:np.float64(0.0393785685300827) - rollout_corr/log_ppl_diff_min:np.float64(-0.01793050765991211) - rollout_corr/ppl_ratio:np.float64(1.0049398865085095) - rollout_corr/chi2_token:np.float64(0.01473496132530272) - rollout_corr/chi2_seq:np.float64(2976.0714041048195) - actor/pg_loss:np.float64(-0.011793928104452789) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.004782263635206618) - actor/ppo_kl:np.float64(0.0018198136031344347) - actor/pg_clipfrac_lower:np.float64(5.585873714153422e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.41796875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.66796875) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.4375) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.4375) - self_distillation/token_reweight_w_mean:np.float64(90233.25985926203) - self_distillation/token_reweight_w_std:np.float64(1552968.6947898865) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.017103873193264) - self_distillation/token_reweight_w_clip_frac:np.float64(0.03306129312841222) - self_distillation/empty_target_batch:np.float64(0.33203125) - actor/grad_norm:np.float64(0.9949717819690704) - perf/mfu/actor:np.float64(0.04297786893101713) - perf/max_memory_allocated_gb:np.float64(128.43929767608643) - perf/max_memory_reserved_gb:np.float64(134.98828125) - perf/cpu_memory_used_gb:np.float64(148.33764266967773) - actor/lr:np.float64(1e-06) - training/global_step:59 - training/epoch:0 - critic/score/mean:0.4375 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.4375 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.011948011815547943 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:-
test_gen_batch meta info: {'eos_token_id': 151645, 'pad_token_id': 151643, 'recompute_log_prob': False, 'do_sample': True, 'validate': True, 'global_steps': 60}
validation generation end
[prompt] system

Given a question and four options, please select the right answer. Respond in the following format:
<reasoning>
...
</reasoning>
<answer>
...
</answer>

For the answer, only output the letter corresponding to the correct option (A, B, C, or D), and nothing else. Do not restate the answer text. For example, if the answer is "A", just output:
<answer>
A
</answer>

user
Which of the following molecules is the only correct reactant used in the synthesis of the product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1" ?

A: O=C1c2ccccc2C(=O)N1c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1
B: O=C1c2ccccc2C(Cl)N1c1ccc2ccc(Cl)nc2n1
C: O=C1c2ccccc2C(=O)N1Cc1ccc(Oc2ccc(Cl)c(C(F)(F)F)c2)cc1
D: O=C1c2ccccc2C(=O)N1CC=C(Cc1ccccc1)C(F)(F)F
Please reason step by step.
assistant
<think>

</think>


[response] <reasoning>
To determine which molecule is the only correct reactant used in the synthesis of the product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1", we need to analyze the structure of the product and compare it to the options provided.

First, let's understand the structure of the product:

"Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1"

This is a complex organic molecule. Let's break it down:

- "Nc1" suggests a nitrogen atom connected to a carbon atom (C1)
- "ccn(" suggests a chain of two carbons connected to a nitrogen
- "(Cc2ccc(Cl)cc2C(F)(F)F)" is a complex substituent group:
  - "Cc2" suggests a carbon connected to a ring (the "c" suggests a cyclopropane ring?)
  - "ccc(Cl)cc2" suggests a benzene ring (since it's three double bonds) with a chlorine atom on one carbon
  - "C(F)(F)F" suggests a trifluoromethyl group

So the overall structure seems to be a nitrogen-containing heterocycle with a benzene ring substituted with a chlorine atom and a trifluoromethyl group.

Now let's look at the options, which are all complex organic molecules with similar general structures (all have the pattern "O=C1c2ccccc2C(=O)N1...").

The key is to find which option's structure matches the structure of the product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1" as the reactant used in its synthesis.

Let's analyze each option:

A: O=C1c2ccccc2C(=O)N1c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1

This option has a structure that looks very similar to the product. It has the same substituent group "Cc2ccc(Cl)cc2C(F)(F)F" attached to the nitrogen in the "n1" group. This suggests this molecule could be the product itself, not a reactant used to synthesize it.

B: O=C1c2ccccc2C(Cl)N1c1ccc2ccc(Cl)nc2n1

This option has a chloro group (C(Cl)) and some aromatic rings with chlorine substituents, but the structure doesn't match the specific substituent group in the product ("Cc2ccc(Cl)cc2C(F)(F)F").

C: O=C1c2ccccc2C(=O)N1Cc1ccc(Oc2ccc(Cl)c(C(F)(F)F)c2)cc1

This option has a more complex substituent group: "Cc1ccc(Oc2ccc(Cl)c(C(F)(F)F)c2)cc1". This seems to have a benzene ring with a chlorine atom and a trifluoromethyl group, which matches part of the product's substituent group. The structure is more complex than the product, suggesting it might be a reactant that could be used to synthesize the product.

D: O=C1c2ccccc2C(=O)N1CC=C(Cc1ccccc1)C(F)(F)F

This option has a different substituent group: "CC=C(Cc1ccccc1)C(F)(F)F". This suggests a benzene ring connected to a methylene group connected to a trifluoromethyl group, which doesn't match the specific substituent group in the product.

Considering these analyses, option A seems to be the product itself rather than a reactant used to synthesize it. The correct answer should be the option that has a structure that could logically be used as a reactant to synthesize the product, rather than being the product itself.

Option C has a structure that includes a benzene ring with a chlorine atom and a trifluoromethyl group, which matches part of the product's structure. The complexity of option C's structure suggests it could be a reactant used to synthesize the product, whereas option A seems to be the product itself.

Therefore, the most likely correct answer is option C.
</reasoning>

<answer>
C
</answer>
[ground_truth] A
[score] 0.0
[acc] 0.0
[pred] C
[incorrect_format] 1
[feedback]
local_global_step_folder: /mnt/mole/SDPO/L2T/checkpoints/datasets/sciknoweval/chemistry/qwen3gen-chemistry-RLRT_TR-Qwen-Qwen3-4B-mbs8-tr0.1-decay0-train32-rollout8-lr1e-6-vllm0.8-epsw0.5/global_step_60
step:60 - global_seqlen/min:17336 - global_seqlen/max:48901 - global_seqlen/minmax_diff:31565 - global_seqlen/balanced_min:30355 - global_seqlen/balanced_max:33898 - global_seqlen/mean:30875.5 - actor/entropy:0.09401582181453705 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.8472983837127686 - training/rollout_probs_diff_mean:0.006618107669055462 - training/rollout_probs_diff_std:0.026310866698622704 - training/rollout_actor_probs_pearson_corr:0.9862242937088013 - self_distillation/success_group_fraction:0.65625 - self_distillation/success_sample_fraction:0.65625 - self_distillation/correct_sample_fraction:0.5078125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.65625 - rollout_corr/rollout_is_mean:0.9999600052833557 - rollout_corr/rollout_is_ratio_fraction_high:0.0005030068568885326 - rollout_corr/rollout_is_ratio_fraction_low:0.0015201985370367765 - rollout_corr/rollout_is_max:4.889349937438965 - rollout_corr/rollout_is_min:0.004780665971338749 - rollout_corr/rollout_is_std:0.06347750127315521 - rollout_corr/rollout_is_eff_sample_size:0.9959858316205431 - rollout_corr/rollout_is_seq_mean:0.9998866319656372 - rollout_corr/rollout_is_seq_std:0.004302332177758217 - rollout_corr/rollout_is_seq_max:1.0189131498336792 - rollout_corr/rollout_is_seq_min:0.9846462607383728 - rollout_corr/rollout_is_seq_max_deviation:0.0189131498336792 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1242638318799436) - rollout_corr/training_log_ppl:np.float64(0.11646753580862423) - rollout_corr/kl:np.float64(0.006470797629333447) - rollout_corr/k3_kl:np.float64(0.0059556920242584965) - rollout_corr/rollout_ppl:np.float64(1.1169064403511584) - rollout_corr/rollout_log_ppl:np.float64(0.10999673671176424) - rollout_corr/log_ppl_diff:np.float64(0.0064707990968599916) - rollout_corr/log_ppl_abs_diff:np.float64(0.00722821312956512) - rollout_corr/log_ppl_diff_max:np.float64(0.05418640375137329) - rollout_corr/log_ppl_diff_min:np.float64(-0.011427521705627441) - rollout_corr/ppl_ratio:np.float64(1.006524371681735) - rollout_corr/chi2_token:np.float64(0.013372365152463317) - rollout_corr/chi2_seq:np.float64(5.39435753156431) - actor/pg_loss:np.float64(-0.015376442577689886) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.002986526722452254) - actor/ppo_kl:np.float64(0.003290484454296916) - actor/pg_clipfrac_lower:np.float64(3.8928381854930194e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.5078125) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.65625) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.5078125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.5078125) - self_distillation/token_reweight_w_mean:np.float64(98083.60985022574) - self_distillation/token_reweight_w_std:np.float64(1734348.5780773163) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0196711116004735) - self_distillation/token_reweight_w_clip_frac:np.float64(0.03665028157411143) - self_distillation/empty_target_batch:np.float64(0.34375) - actor/grad_norm:np.float64(0.8095887824892998) - perf/mfu/actor:np.float64(0.05163704984416879) - perf/max_memory_allocated_gb:np.float64(128.43929767608643) - perf/max_memory_reserved_gb:np.float64(134.98828125) - perf/cpu_memory_used_gb:np.float64(149.2953224182129) - actor/lr:np.float64(1e-06) - val-aux/sciknoweval/reward/mean@16:np.float64(0.5276785714285714) - val-aux/sciknoweval/reward/std@16:np.float64(0.21446977303509332) - val-aux/sciknoweval/reward/best@2/mean:np.float64(0.6112285714285715) - val-aux/sciknoweval/reward/best@2/std:np.float64(0.17941461715616636) - val-aux/sciknoweval/reward/worst@2/mean:np.floa
step:61 - global_seqlen/min:23064 - global_seqlen/max:37162 - global_seqlen/minmax_diff:14098 - global_seqlen/balanced_min:30380 - global_seqlen/balanced_max:31876 - global_seqlen/mean:30586.625 - actor/entropy:0.09504570066928864 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.881670355796814 - training/rollout_probs_diff_mean:0.006915521342307329 - training/rollout_probs_diff_std:0.026871103793382645 - training/rollout_actor_probs_pearson_corr:0.9855477213859558 - self_distillation/success_group_fraction:0.65625 - self_distillation/success_sample_fraction:0.65234375 - self_distillation/correct_sample_fraction:0.51953125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.65234375 - rollout_corr/rollout_is_mean:0.9999985694885254 - rollout_corr/rollout_is_ratio_fraction_high:0.0006418449338525534 - rollout_corr/rollout_is_ratio_fraction_low:0.0015652007423341274 - rollout_corr/rollout_is_max:7.9371795654296875 - rollout_corr/rollout_is_min:0.03597245737910271 - rollout_corr/rollout_is_std:0.06533806771039963 - rollout_corr/rollout_is_eff_sample_size:0.9957474882879358 - rollout_corr/rollout_is_seq_mean:1.0001332759857178 - rollout_corr/rollout_is_seq_std:0.0041136047802865505 - rollout_corr/rollout_is_seq_max:1.0168484449386597 - rollout_corr/rollout_is_seq_min:0.9899278879165649 - rollout_corr/rollout_is_seq_max_deviation:0.016848444938659668 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1161886639893055) - rollout_corr/training_log_ppl:np.float64(0.10936313937418163) - rollout_corr/kl:np.float64(0.00522011751172613) - rollout_corr/k3_kl:np.float64(0.005449675617455796) - rollout_corr/rollout_ppl:np.float64(1.1103207366541028) - rollout_corr/rollout_log_ppl:np.float64(0.104143021046184) - rollout_corr/log_ppl_diff:np.float64(0.005220118327997625) - rollout_corr/log_ppl_abs_diff:np.float64(0.0058528840891085565) - rollout_corr/log_ppl_diff_max:np.float64(0.03052370995283127) - rollout_corr/log_ppl_diff_min:np.float64(-0.008531041443347931) - rollout_corr/ppl_ratio:np.float64(1.005251575494185) - rollout_corr/chi2_token:np.float64(0.015666163060814142) - rollout_corr/chi2_seq:np.float64(2.812046128557995) - actor/pg_loss:np.float64(-0.011727647739462554) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.003300615799616935) - actor/ppo_kl:np.float64(0.0023464301017810385) - actor/pg_clipfrac_lower:np.float64(3.226706007808389e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.515625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.65234375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.51953125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.51953125) - self_distillation/token_reweight_w_mean:np.float64(74682.11940014083) - self_distillation/token_reweight_w_std:np.float64(1367687.6122627258) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0207263641059399) - self_distillation/token_reweight_w_clip_frac:np.float64(0.03795009906752966) - self_distillation/empty_target_batch:np.float64(0.34765625) - actor/grad_norm:np.float64(0.7578120827674866) - perf/mfu/actor:np.float64(0.05397543462637205) - perf/max_memory_allocated_gb:np.float64(128.43929767608643) - perf/max_memory_reserved_gb:np.float64(134.98828125) - perf/cpu_memory_used_gb:np.float64(152.0436668395996) - actor/lr:np.float64(1e-06) - training/global_step:61 - training/epoch:1 - critic/score/mean:0.51953125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.51953125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.02234141156077385 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 -
step:62 - global_seqlen/min:23917 - global_seqlen/max:84120 - global_seqlen/minmax_diff:60203 - global_seqlen/balanced_min:35436 - global_seqlen/balanced_max:38064 - global_seqlen/mean:35906.875 - actor/entropy:0.09869343787431717 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9561116099357605 - training/rollout_probs_diff_mean:0.0068647353909909725 - training/rollout_probs_diff_std:0.02702171914279461 - training/rollout_actor_probs_pearson_corr:0.9860957860946655 - self_distillation/success_group_fraction:0.78125 - self_distillation/success_sample_fraction:0.76171875 - self_distillation/correct_sample_fraction:0.5078125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.76171875 - rollout_corr/rollout_is_mean:1.0000799894332886 - rollout_corr/rollout_is_ratio_fraction_high:0.0005744207301177084 - rollout_corr/rollout_is_ratio_fraction_low:0.0016045802040025592 - rollout_corr/rollout_is_max:7.846513748168945 - rollout_corr/rollout_is_min:0.011928641237318516 - rollout_corr/rollout_is_std:0.06467653065919876 - rollout_corr/rollout_is_eff_sample_size:0.9958334253355946 - rollout_corr/rollout_is_seq_mean:1.0002949237823486 - rollout_corr/rollout_is_seq_std:0.005057955626398325 - rollout_corr/rollout_is_seq_max:1.0365246534347534 - rollout_corr/rollout_is_seq_min:0.9880490899085999 - rollout_corr/rollout_is_seq_max_deviation:0.03652465343475342 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1260192170739174) - rollout_corr/training_log_ppl:np.float64(0.11811582068912685) - rollout_corr/kl:np.float64(0.00539121622448846) - rollout_corr/k3_kl:np.float64(0.005537451515465364) - rollout_corr/rollout_ppl:np.float64(1.1199162267148495) - rollout_corr/rollout_log_ppl:np.float64(0.11272460374311777) - rollout_corr/log_ppl_diff:np.float64(0.005391216946009081) - rollout_corr/log_ppl_abs_diff:np.float64(0.006092374773288611) - rollout_corr/log_ppl_diff_max:np.float64(0.04098033905029297) - rollout_corr/log_ppl_diff_min:np.float64(-0.010298699140548706) - rollout_corr/ppl_ratio:np.float64(1.00542653654702) - rollout_corr/chi2_token:np.float64(0.012944352580234408) - rollout_corr/chi2_seq:np.float64(1.892716901609674) - actor/pg_loss:np.float64(-0.016011241474188864) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.004960288879374275) - actor/ppo_kl:np.float64(0.002194255617844476) - actor/pg_clipfrac_lower:np.float64(5.4246214176600915e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.48828125) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.76171875) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.5078125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.5078125) - self_distillation/token_reweight_w_mean:np.float64(87690.63467126898) - self_distillation/token_reweight_w_std:np.float64(1878981.616883278) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0307345101609826) - self_distillation/token_reweight_w_clip_frac:np.float64(0.056099789653671905) - self_distillation/empty_target_batch:np.float64(0.23828125) - actor/grad_norm:np.float64(0.8774861097335815) - perf/mfu/actor:np.float64(0.056750000884983956) - perf/max_memory_allocated_gb:np.float64(128.43929767608643) - perf/max_memory_reserved_gb:np.float64(134.98828125) - perf/cpu_memory_used_gb:np.float64(149.8678855895996) - actor/lr:np.float64(1e-06) - training/global_step:62 - training/epoch:1 - critic/score/mean:0.5078125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.5078125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.023386280983686447 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - c
step:63 - global_seqlen/min:24309 - global_seqlen/max:57800 - global_seqlen/minmax_diff:33491 - global_seqlen/balanced_min:35292 - global_seqlen/balanced_max:37961 - global_seqlen/mean:35874.5 - actor/entropy:0.09280377626419067 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9412723779678345 - training/rollout_probs_diff_mean:0.006873337086290121 - training/rollout_probs_diff_std:0.027876216918230057 - training/rollout_actor_probs_pearson_corr:0.9843719005584717 - self_distillation/success_group_fraction:0.75 - self_distillation/success_sample_fraction:0.73828125 - self_distillation/correct_sample_fraction:0.53515625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.73828125 - rollout_corr/rollout_is_mean:1.0003551244735718 - rollout_corr/rollout_is_ratio_fraction_high:0.00063633470563218 - rollout_corr/rollout_is_ratio_fraction_low:0.001604873570613563 - rollout_corr/rollout_is_max:14.761357307434082 - rollout_corr/rollout_is_min:0.0010694798547774553 - rollout_corr/rollout_is_std:0.06565794348716736 - rollout_corr/rollout_is_eff_sample_size:0.9957087209951713 - rollout_corr/rollout_is_seq_mean:1.0006356239318848 - rollout_corr/rollout_is_seq_std:0.004346206318587065 - rollout_corr/rollout_is_seq_max:1.0300629138946533 - rollout_corr/rollout_is_seq_min:0.9904242753982544 - rollout_corr/rollout_is_seq_max_deviation:0.03006291389465332 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1161781903356314) - rollout_corr/training_log_ppl:np.float64(0.10940816030779388) - rollout_corr/kl:np.float64(0.005554611049014113) - rollout_corr/k3_kl:np.float64(0.0063496011707684374) - rollout_corr/rollout_ppl:np.float64(1.109932262916118) - rollout_corr/rollout_log_ppl:np.float64(0.10385354822210502) - rollout_corr/log_ppl_diff:np.float64(0.005554612085688859) - rollout_corr/log_ppl_abs_diff:np.float64(0.0062138576176948845) - rollout_corr/log_ppl_diff_max:np.float64(0.03503847122192383) - rollout_corr/log_ppl_diff_min:np.float64(-0.008847251534461975) - rollout_corr/ppl_ratio:np.float64(1.0055936947464943) - rollout_corr/chi2_token:np.float64(0.029554628999903798) - rollout_corr/chi2_seq:np.float64(24.624930556397885) - actor/pg_loss:np.float64(-0.018885425990447402) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.004948611244799395) - actor/ppo_kl:np.float64(0.0027513647592343204) - actor/pg_clipfrac_lower:np.float64(9.365994617382967e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.5234375) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.73828125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.53515625) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.53515625) - self_distillation/token_reweight_w_mean:np.float64(111858.98873778945) - self_distillation/token_reweight_w_std:np.float64(1997676.0913591385) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0419004769064486) - self_distillation/token_reweight_w_clip_frac:np.float64(0.07828493890701793) - self_distillation/empty_target_batch:np.float64(0.26171875) - actor/grad_norm:np.float64(0.9172069281339645) - perf/mfu/actor:np.float64(0.05552297646506767) - perf/max_memory_allocated_gb:np.float64(128.96105241775513) - perf/max_memory_reserved_gb:np.float64(135.515625) - perf/cpu_memory_used_gb:np.float64(149.6670036315918) - actor/lr:np.float64(1e-06) - training/global_step:63 - training/epoch:1 - critic/score/mean:0.53515625 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.53515625 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.019719358533620834 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 -
step:64 - global_seqlen/min:24414 - global_seqlen/max:49787 - global_seqlen/minmax_diff:25373 - global_seqlen/balanced_min:35142 - global_seqlen/balanced_max:35742 - global_seqlen/mean:35325.375 - actor/entropy:0.0901452898979187 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.8409498333930969 - training/rollout_probs_diff_mean:0.006989232264459133 - training/rollout_probs_diff_std:0.028259553015232086 - training/rollout_actor_probs_pearson_corr:0.9835783243179321 - self_distillation/success_group_fraction:0.8125 - self_distillation/success_sample_fraction:0.80859375 - self_distillation/correct_sample_fraction:0.6328125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.80859375 - rollout_corr/rollout_is_mean:0.9998635649681091 - rollout_corr/rollout_is_ratio_fraction_high:0.0006212107255123556 - rollout_corr/rollout_is_ratio_fraction_low:0.0018732633907347918 - rollout_corr/rollout_is_max:16.586101531982422 - rollout_corr/rollout_is_min:0.001246210071258247 - rollout_corr/rollout_is_std:0.06666514277458191 - rollout_corr/rollout_is_eff_sample_size:0.9955724684586147 - rollout_corr/rollout_is_seq_mean:0.9999050498008728 - rollout_corr/rollout_is_seq_std:0.004055744968354702 - rollout_corr/rollout_is_seq_max:1.0225025415420532 - rollout_corr/rollout_is_seq_min:0.9855787754058838 - rollout_corr/rollout_is_seq_max_deviation:0.022502541542053223 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1150860646739602) - rollout_corr/training_log_ppl:np.float64(0.10834188417356927) - rollout_corr/kl:np.float64(0.005572858291571947) - rollout_corr/k3_kl:np.float64(0.005349822005882743) - rollout_corr/rollout_ppl:np.float64(1.1088195336051285) - rollout_corr/rollout_log_ppl:np.float64(0.10276902445184533) - rollout_corr/log_ppl_diff:np.float64(0.005572859721723944) - rollout_corr/log_ppl_abs_diff:np.float64(0.0060335955349728465) - rollout_corr/log_ppl_diff_max:np.float64(0.04363453388214111) - rollout_corr/log_ppl_diff_min:np.float64(-0.01345185935497284) - rollout_corr/ppl_ratio:np.float64(1.0056063090451062) - rollout_corr/chi2_token:np.float64(0.01734943315386772) - rollout_corr/chi2_seq:np.float64(3.1580348359420896) - actor/pg_loss:np.float64(-0.016651272075250745) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.003944538599625957) - actor/ppo_kl:np.float64(0.002106227356051704) - actor/pg_clipfrac_lower:np.float64(0.00012135276267599693) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.62890625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.80859375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.6328125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.6328125) - self_distillation/token_reweight_w_mean:np.float64(88595.23617237597) - self_distillation/token_reweight_w_std:np.float64(1884084.3414449692) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.026896937051788) - self_distillation/token_reweight_w_clip_frac:np.float64(0.04980467722634785) - self_distillation/empty_target_batch:np.float64(0.19140625) - actor/grad_norm:np.float64(0.9540915638208389) - perf/mfu/actor:np.float64(0.06137012993500761) - perf/max_memory_allocated_gb:np.float64(128.96105241775513) - perf/max_memory_reserved_gb:np.float64(135.515625) - perf/cpu_memory_used_gb:np.float64(149.5149040222168) - actor/lr:np.float64(1e-06) - training/global_step:64 - training/epoch:1 - critic/score/mean:0.6328125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.6328125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.0015560365281999111 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - c
step:65 - global_seqlen/min:24096 - global_seqlen/max:47841 - global_seqlen/minmax_diff:23745 - global_seqlen/balanced_min:32388 - global_seqlen/balanced_max:32810 - global_seqlen/mean:32555.0 - actor/entropy:0.098874531686306 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9837929606437683 - training/rollout_probs_diff_mean:0.00745431100949645 - training/rollout_probs_diff_std:0.028521187603473663 - training/rollout_actor_probs_pearson_corr:0.9844332337379456 - self_distillation/success_group_fraction:0.84375 - self_distillation/success_sample_fraction:0.83203125 - self_distillation/correct_sample_fraction:0.5859375 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.83203125 - rollout_corr/rollout_is_mean:0.9999806880950928 - rollout_corr/rollout_is_ratio_fraction_high:0.0005802810774184763 - rollout_corr/rollout_is_ratio_fraction_low:0.0018047274788841605 - rollout_corr/rollout_is_max:16.86463165283203 - rollout_corr/rollout_is_min:0.005278116557747126 - rollout_corr/rollout_is_std:0.06823676079511642 - rollout_corr/rollout_is_eff_sample_size:0.995362667587441 - rollout_corr/rollout_is_seq_mean:1.000020146369934 - rollout_corr/rollout_is_seq_std:0.00489495974034071 - rollout_corr/rollout_is_seq_max:1.0395560264587402 - rollout_corr/rollout_is_seq_min:0.9867108464241028 - rollout_corr/rollout_is_seq_max_deviation:0.039556026458740234 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1171290636993945) - rollout_corr/training_log_ppl:np.float64(0.11027672197087668) - rollout_corr/kl:np.float64(0.0065803255686205375) - rollout_corr/k3_kl:np.float64(0.006852193382655969) - rollout_corr/rollout_ppl:np.float64(1.1097580310888588) - rollout_corr/rollout_log_ppl:np.float64(0.10369639616692439) - rollout_corr/log_ppl_diff:np.float64(0.006580325803952292) - rollout_corr/log_ppl_abs_diff:np.float64(0.006862618640298024) - rollout_corr/log_ppl_diff_max:np.float64(0.04211657494306564) - rollout_corr/log_ppl_diff_min:np.float64(-0.008142665028572083) - rollout_corr/ppl_ratio:np.float64(1.0066221912857145) - rollout_corr/chi2_token:np.float64(0.04214816424064338) - rollout_corr/chi2_seq:np.float64(-0.4589791407343) - actor/pg_loss:np.float64(-0.019745304831303656) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0058530889523353835) - actor/ppo_kl:np.float64(0.003172386745545097) - actor/pg_clipfrac_lower:np.float64(9.752598430168291e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.57421875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.83203125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.5859375) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.5859375) - self_distillation/token_reweight_w_mean:np.float64(121869.53285705904) - self_distillation/token_reweight_w_std:np.float64(1845498.6555757523) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.033542129676789) - self_distillation/token_reweight_w_clip_frac:np.float64(0.06322833325248212) - self_distillation/empty_target_batch:np.float64(0.16796875) - actor/grad_norm:np.float64(1.157088354229927) - perf/mfu/actor:np.float64(0.05618814987371555) - perf/max_memory_allocated_gb:np.float64(128.96105241775513) - perf/max_memory_reserved_gb:np.float64(135.515625) - perf/cpu_memory_used_gb:np.float64(149.72821426391602) - actor/lr:np.float64(1e-06) - training/global_step:65 - training/epoch:1 - critic/score/mean:0.5859375 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.5859375 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.005918601062148809 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/ret
step:66 - global_seqlen/min:24527 - global_seqlen/max:55018 - global_seqlen/minmax_diff:30491 - global_seqlen/balanced_min:33654 - global_seqlen/balanced_max:35161 - global_seqlen/mean:33904.5 - actor/entropy:0.0925765335559845 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.930669903755188 - training/rollout_probs_diff_mean:0.007078897207975388 - training/rollout_probs_diff_std:0.02837548218667507 - training/rollout_actor_probs_pearson_corr:0.983664870262146 - self_distillation/success_group_fraction:0.8125 - self_distillation/success_sample_fraction:0.7890625 - self_distillation/correct_sample_fraction:0.5390625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.7890625 - rollout_corr/rollout_is_mean:1.0000392198562622 - rollout_corr/rollout_is_ratio_fraction_high:0.0005941137205809355 - rollout_corr/rollout_is_ratio_fraction_low:0.0019194443011656404 - rollout_corr/rollout_is_max:23.3192195892334 - rollout_corr/rollout_is_min:0.007342048455029726 - rollout_corr/rollout_is_std:0.06647129356861115 - rollout_corr/rollout_is_eff_sample_size:0.9955995269227369 - rollout_corr/rollout_is_seq_mean:1.000074028968811 - rollout_corr/rollout_is_seq_std:0.0037749381735920906 - rollout_corr/rollout_is_seq_max:1.016666293144226 - rollout_corr/rollout_is_seq_min:0.9899381399154663 - rollout_corr/rollout_is_seq_max_deviation:0.016666293144226074 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1144861630164087) - rollout_corr/training_log_ppl:np.float64(0.10785379285516683) - rollout_corr/kl:np.float64(0.005589520298926232) - rollout_corr/k3_kl:np.float64(0.005436491777118135) - rollout_corr/rollout_ppl:np.float64(1.1082101850770414) - rollout_corr/rollout_log_ppl:np.float64(0.1022642727184575) - rollout_corr/log_ppl_diff:np.float64(0.005589520136709325) - rollout_corr/log_ppl_abs_diff:np.float64(0.006179464384331368) - rollout_corr/log_ppl_diff_max:np.float64(0.03694717586040497) - rollout_corr/log_ppl_diff_min:np.float64(-0.011196941137313843) - rollout_corr/ppl_ratio:np.float64(1.0056253850925714) - rollout_corr/chi2_token:np.float64(0.01310527347959578) - rollout_corr/chi2_seq:np.float64(10.388775885337964) - actor/pg_loss:np.float64(-0.01733209192752838) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.005225948308179795) - actor/ppo_kl:np.float64(0.0021732587592797614) - actor/pg_clipfrac_lower:np.float64(6.405225371963752e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.515625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.7890625) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.5390625) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.5390625) - self_distillation/token_reweight_w_mean:np.float64(76518.86293083313) - self_distillation/token_reweight_w_std:np.float64(1440262.0197496414) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0336574686225504) - self_distillation/token_reweight_w_clip_frac:np.float64(0.06274149974342436) - self_distillation/empty_target_batch:np.float64(0.2109375) - actor/grad_norm:np.float64(0.9003214836120605) - perf/mfu/actor:np.float64(0.05579649071567165) - perf/max_memory_allocated_gb:np.float64(128.96105241775513) - perf/max_memory_reserved_gb:np.float64(135.515625) - perf/cpu_memory_used_gb:np.float64(150.11743927001953) - actor/lr:np.float64(1e-06) - training/global_step:66 - training/epoch:1 - critic/score/mean:0.5390625 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.5390625 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.006421633064746857 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/me
step:67 - global_seqlen/min:24598 - global_seqlen/max:53987 - global_seqlen/minmax_diff:29389 - global_seqlen/balanced_min:34708 - global_seqlen/balanced_max:39607 - global_seqlen/mean:35425.5 - actor/entropy:0.09492530673742294 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.8640551567077637 - training/rollout_probs_diff_mean:0.007075008004903793 - training/rollout_probs_diff_std:0.027803214266896248 - training/rollout_actor_probs_pearson_corr:0.9846881628036499 - self_distillation/success_group_fraction:0.8125 - self_distillation/success_sample_fraction:0.8046875 - self_distillation/correct_sample_fraction:0.5703125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.8046875 - rollout_corr/rollout_is_mean:0.9999278783798218 - rollout_corr/rollout_is_ratio_fraction_high:0.0006277193315327168 - rollout_corr/rollout_is_ratio_fraction_low:0.001696279738098383 - rollout_corr/rollout_is_max:29.05289649963379 - rollout_corr/rollout_is_min:0.0002755085879471153 - rollout_corr/rollout_is_std:0.06663920730352402 - rollout_corr/rollout_is_eff_sample_size:0.9955755405246307 - rollout_corr/rollout_is_seq_mean:0.999675989151001 - rollout_corr/rollout_is_seq_std:0.0040663909167051315 - rollout_corr/rollout_is_seq_max:1.0198100805282593 - rollout_corr/rollout_is_seq_min:0.9856271147727966 - rollout_corr/rollout_is_seq_max_deviation:0.019810080528259277 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1189753022044897) - rollout_corr/training_log_ppl:np.float64(0.11178395403112518) - rollout_corr/kl:np.float64(0.00584422867703438) - rollout_corr/k3_kl:np.float64(0.005597260716967867) - rollout_corr/rollout_ppl:np.float64(1.1123758349567652) - rollout_corr/rollout_log_ppl:np.float64(0.10593972481728997) - rollout_corr/log_ppl_diff:np.float64(0.005844229213835206) - rollout_corr/log_ppl_abs_diff:np.float64(0.0063687304718769155) - rollout_corr/log_ppl_diff_max:np.float64(0.04666975140571594) - rollout_corr/log_ppl_diff_min:np.float64(-0.008607767522335052) - rollout_corr/ppl_ratio:np.float64(1.0058830375783145) - rollout_corr/chi2_token:np.float64(0.01290179812349379) - rollout_corr/chi2_seq:np.float64(12.518177900929004) - actor/pg_loss:np.float64(-0.019727988517843187) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.004505753344346886) - actor/ppo_kl:np.float64(0.0020545338010471426) - actor/pg_clipfrac_lower:np.float64(5.887401130166836e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.5625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.8046875) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.5703125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.5703125) - self_distillation/token_reweight_w_mean:np.float64(114050.13774525886) - self_distillation/token_reweight_w_std:np.float64(2045355.0446424484) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0272771650925279) - self_distillation/token_reweight_w_clip_frac:np.float64(0.050593075749929994) - self_distillation/empty_target_batch:np.float64(0.1953125) - actor/grad_norm:np.float64(0.8866641595959663) - perf/mfu/actor:np.float64(0.05852611642815732) - perf/max_memory_allocated_gb:np.float64(128.96105241775513) - perf/max_memory_reserved_gb:np.float64(135.515625) - perf/cpu_memory_used_gb:np.float64(149.93971633911133) - actor/lr:np.float64(1e-06) - training/global_step:67 - training/epoch:1 - critic/score/mean:0.5703125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.5703125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.012566965073347092 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/r
step:68 - global_seqlen/min:23338 - global_seqlen/max:52498 - global_seqlen/minmax_diff:29160 - global_seqlen/balanced_min:27864 - global_seqlen/balanced_max:33414 - global_seqlen/mean:30761.0 - actor/entropy:0.08678416162729263 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9476960301399231 - training/rollout_probs_diff_mean:0.006815738044679165 - training/rollout_probs_diff_std:0.028439845889806747 - training/rollout_actor_probs_pearson_corr:0.982733428478241 - self_distillation/success_group_fraction:0.5625 - self_distillation/success_sample_fraction:0.55078125 - self_distillation/correct_sample_fraction:0.3359375 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.55078125 - rollout_corr/rollout_is_mean:1.0000765323638916 - rollout_corr/rollout_is_ratio_fraction_high:0.0006711328169330955 - rollout_corr/rollout_is_ratio_fraction_low:0.001898519927635789 - rollout_corr/rollout_is_max:7.389041900634766 - rollout_corr/rollout_is_min:0.022835085168480873 - rollout_corr/rollout_is_std:0.06672412902116776 - rollout_corr/rollout_is_eff_sample_size:0.9955667970019328 - rollout_corr/rollout_is_seq_mean:1.0003024339675903 - rollout_corr/rollout_is_seq_std:0.005590732209384441 - rollout_corr/rollout_is_seq_max:1.0376203060150146 - rollout_corr/rollout_is_seq_min:0.9874657392501831 - rollout_corr/rollout_is_seq_max_deviation:0.03762030601501465 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1298430352471769) - rollout_corr/training_log_ppl:np.float64(0.12141371773304854) - rollout_corr/kl:np.float64(0.006639097572133323) - rollout_corr/k3_kl:np.float64(0.006831517831756173) - rollout_corr/rollout_ppl:np.float64(1.1222601835615933) - rollout_corr/rollout_log_ppl:np.float64(0.11477461876665984) - rollout_corr/log_ppl_diff:np.float64(0.006639098966388701) - rollout_corr/log_ppl_abs_diff:np.float64(0.007670187609164714) - rollout_corr/log_ppl_diff_max:np.float64(0.0600694864988327) - rollout_corr/log_ppl_diff_min:np.float64(-0.013448327779769897) - rollout_corr/ppl_ratio:np.float64(1.0067008777987212) - rollout_corr/chi2_token:np.float64(0.017094962997362018) - rollout_corr/chi2_seq:np.float64(83.4230065017473) - actor/pg_loss:np.float64(-0.012148108100518584) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.004718018028597726) - actor/ppo_kl:np.float64(0.003135402195049153) - actor/pg_clipfrac_lower:np.float64(7.481183092750143e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.32421875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.55078125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.3359375) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.3359375) - self_distillation/token_reweight_w_mean:np.float64(103099.84871941735) - self_distillation/token_reweight_w_std:np.float64(1949070.7527999878) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0188785276841372) - self_distillation/token_reweight_w_clip_frac:np.float64(0.03555075378972106) - self_distillation/empty_target_batch:np.float64(0.44921875) - actor/grad_norm:np.float64(0.8909291476011276) - perf/mfu/actor:np.float64(0.05268002089396227) - perf/max_memory_allocated_gb:np.float64(128.96105241775513) - perf/max_memory_reserved_gb:np.float64(135.515625) - perf/cpu_memory_used_gb:np.float64(149.95455360412598) - actor/lr:np.float64(1e-06) - training/global_step:68 - training/epoch:1 - critic/score/mean:0.3359375 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.3359375 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.05727453529834747 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/r
step:69 - global_seqlen/min:26027 - global_seqlen/max:47274 - global_seqlen/minmax_diff:21247 - global_seqlen/balanced_min:34492 - global_seqlen/balanced_max:35749 - global_seqlen/mean:34672.0 - actor/entropy:0.09681230038404465 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.8700167536735535 - training/rollout_probs_diff_mean:0.0073802052065730095 - training/rollout_probs_diff_std:0.0283993910998106 - training/rollout_actor_probs_pearson_corr:0.9843488335609436 - self_distillation/success_group_fraction:0.84375 - self_distillation/success_sample_fraction:0.83203125 - self_distillation/correct_sample_fraction:0.5859375 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.83203125 - rollout_corr/rollout_is_mean:1.0000262260437012 - rollout_corr/rollout_is_ratio_fraction_high:0.0006058647995814681 - rollout_corr/rollout_is_ratio_fraction_low:0.0018125454662367702 - rollout_corr/rollout_is_max:7.123044967651367 - rollout_corr/rollout_is_min:0.00919969193637371 - rollout_corr/rollout_is_std:0.06852484494447708 - rollout_corr/rollout_is_eff_sample_size:0.995325701711307 - rollout_corr/rollout_is_seq_mean:1.0000629425048828 - rollout_corr/rollout_is_seq_std:0.0036105168983340263 - rollout_corr/rollout_is_seq_max:1.0151598453521729 - rollout_corr/rollout_is_seq_min:0.9893929362297058 - rollout_corr/rollout_is_seq_max_deviation:0.015159845352172852 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.120143799111247) - rollout_corr/training_log_ppl:np.float64(0.11282068105356302) - rollout_corr/kl:np.float64(0.0053562415810688435) - rollout_corr/k3_kl:np.float64(0.005259294630377553) - rollout_corr/rollout_ppl:np.float64(1.1140835587866604) - rollout_corr/rollout_log_ppl:np.float64(0.10746443878451828) - rollout_corr/log_ppl_diff:np.float64(0.005356242269044742) - rollout_corr/log_ppl_abs_diff:np.float64(0.0060936011432204396) - rollout_corr/log_ppl_diff_max:np.float64(0.049477264285087585) - rollout_corr/log_ppl_diff_min:np.float64(-0.010526366531848907) - rollout_corr/ppl_ratio:np.float64(1.0053920475766063) - rollout_corr/chi2_token:np.float64(0.012566018849611282) - rollout_corr/chi2_seq:np.float64(9.625092199305072) - actor/pg_loss:np.float64(-0.017976376577280462) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.005504795847173227) - actor/ppo_kl:np.float64(0.002209800093549097) - actor/pg_clipfrac_lower:np.float64(6.119120757830387e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.57421875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.83203125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.5859375) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.5859375) - self_distillation/token_reweight_w_mean:np.float64(146041.08855996793) - self_distillation/token_reweight_w_std:np.float64(2676570.714309573) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0319547918625176) - self_distillation/token_reweight_w_clip_frac:np.float64(0.06006720825098455) - self_distillation/empty_target_batch:np.float64(0.16796875) - actor/grad_norm:np.float64(0.9880347698926926) - perf/mfu/actor:np.float64(0.05753320156232486) - perf/max_memory_allocated_gb:np.float64(128.96105241775513) - perf/max_memory_reserved_gb:np.float64(135.515625) - perf/cpu_memory_used_gb:np.float64(149.83890914916992) - actor/lr:np.float64(1e-06) - training/global_step:69 - training/epoch:1 - critic/score/mean:0.5859375 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.5859375 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.00699963141232729 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - crit
test_gen_batch meta info: {'eos_token_id': 151645, 'pad_token_id': 151643, 'recompute_log_prob': False, 'do_sample': True, 'validate': True, 'global_steps': 70}
validation generation end
[prompt] system

Given a question and four options, please select the right answer. Respond in the following format:
<reasoning>
...
</reasoning>
<answer>
...
</answer>

For the answer, only output the letter corresponding to the correct option (A, B, C, or D), and nothing else. Do not restate the answer text. For example, if the answer is "A", just output:
<answer>
A
</answer>

user
Which of the following molecules is the only correct reactant used in the synthesis of the product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1" ?

A: O=C1c2ccccc2C(=O)N1c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1
B: O=C1c2ccccc2C(Cl)N1c1ccc2ccc(Cl)nc2n1
C: O=C1c2ccccc2C(=O)N1Cc1ccc(Oc2ccc(Cl)c(C(F)(F)F)c2)cc1
D: O=C1c2ccccc2C(=O)N1CC=C(Cc1ccccc1)C(F)(F)F
Please reason step by step.
assistant
<think>

</think>


[response] <reasoning>
To determine which molecule is the only correct reactant used in the synthesis of the product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1", I need to analyze the structure of the product and compare it to the possible reactants given in the options.

First, let's understand the structure of the product:

"Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1"

This is a bit complex, but let's break it down:

It appears to be a amine group (N-) attached to a benzene ring (from the "c1ccn" part), where the nitrogen is connected to a cyclohexyl group (from the "Cc2ccc..." part). The cyclohexyl group is connected to a benzene ring that has a chlorine substituent (ccc(Cl)...) and also has a trifluoromethyl group (C(F)(F)F).

So the product seems to be a complex organic molecule with multiple aromatic rings, chlorine atoms, and fluorine atoms.

Now let's look at the options, which are all complex organic molecules with similar structures (all seem to be amine-containing molecules with aromatic rings and various substituents). The question is asking which of these molecules is the only correct reactant used to synthesize the given product.

Since we don't have information about the specific synthesis reaction or reaction conditions, this seems like it might be a question about recognizing which of the given molecules is structurally identical to the product (assuming that the product is formed directly from one of these reactants through some reaction).

Looking at the product structure again: "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1"

This appears to be an amine group (N-) attached to a benzene ring (c1ccn...), where the nitrogen is connected to a cyclohexyl group (Cc2ccc...). The cyclohexyl group is connected to a benzene ring that has a chlorine substituent (ccc(Cl)...) and also has a trifluoromethyl group (C(F)(F)F).

Now let's look at the options:

Option A: O=C1c2ccccc2C(=O)N1c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1

This seems to be a ketone (O=C1...) attached to a benzene ring (c2ccccc2), which is attached to another ketone group (C(=O)N1...). The N1 is connected to a similar structure as the product: c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1. This seems very similar to the product structure, except it's attached to ketone groups.

Option B: O=C1c2ccccc2C(Cl)N1c1ccc2ccc(Cl)nc2n1

This seems to be a ketone (O=C1...) attached to a benzene ring (c2ccccc2), which is attached to a chloro group (C(Cl)N1...). The N1 is connected to a more complex structure involving multiple aromatic rings and chlorine atoms, but it's not obviously matching the product structure directly.

Option C: O=C1c2ccccc2C(=O)N1Cc1ccc(Oc2ccc(Cl)c(C(F)(F)F)c2)cc1

This seems to be a ketone (O=C1...) attached to a benzene ring (c2ccccc2), which is attached to another ketone group (C(=O)N1...). The N1 is connected to a complex structure involving an aromatic ring with an oxygen substituent (ccc(O...)) and a chlorine substituent (ccc(Cl)...) and a trifluoromethyl group (c(C(F)(F)F)...). This seems similar to the product structure but with some structural differences (especially the oxygen substituent).

Option D: O=C1c2ccccc2C(=O)N1CC=C(Cc1ccccc1)C(F)(F)F

This seems to be a ketone (O=C1...) attached to a benzene ring (c2ccccc2), which is attached to another ketone group (C(=O)N1...). The N1 is connected to a ethyl group (CC=C...) attached to another benzene ring (Cc1ccccc1) which has a trifluoromethyl group (C(F)(F)F). This seems different from the product structure because it has a different aromatic system and different substituents.

Looking at these structures, option A seems to be the most similar to the product structure. The product is "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1", which looks like the N1 group in option A's structure: "c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1". The difference between the product and option A is that the product doesn't have the ketone groups (O=C1... and C(=O)N1...) that are present in option A.

Since the question is asking which molecule is the only correct reactant used in the synthesis of the product, and given that option A has a structure that closely matches the core structure of the product (the N1 group connected to the complex aromatic system), it's possible that option A is the correct answer.

However, without knowing the specific reaction conditions or mechanism, it's difficult to be 100% certain. But based on structural similarity, option A seems to be the most likely correct answer.
</reasoning>

<answer>
A
</answer>
[ground_truth] A
[score] 1.0
[acc] 1.0
[pred] A
[incorrect_format] 1
[feedback]
local_global_step_folder: /mnt/mole/SDPO/L2T/checkpoints/datasets/sciknoweval/chemistry/qwen3gen-chemistry-RLRT_TR-Qwen-Qwen3-4B-mbs8-tr0.1-decay0-train32-rollout8-lr1e-6-vllm0.8-epsw0.5/global_step_70
step:70 - global_seqlen/min:23297 - global_seqlen/max:53217 - global_seqlen/minmax_diff:29920 - global_seqlen/balanced_min:33131 - global_seqlen/balanced_max:37731 - global_seqlen/mean:34894.375 - actor/entropy:0.0872708186507225 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9292975068092346 - training/rollout_probs_diff_mean:0.006785401608794928 - training/rollout_probs_diff_std:0.028197234496474266 - training/rollout_actor_probs_pearson_corr:0.9831236004829407 - self_distillation/success_group_fraction:0.78125 - self_distillation/success_sample_fraction:0.75390625 - self_distillation/correct_sample_fraction:0.453125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.75390625 - rollout_corr/rollout_is_mean:1.0001308917999268 - rollout_corr/rollout_is_ratio_fraction_high:0.0007050899439491332 - rollout_corr/rollout_is_ratio_fraction_low:0.0018933884566649795 - rollout_corr/rollout_is_max:12.879972457885742 - rollout_corr/rollout_is_min:0.03997053951025009 - rollout_corr/rollout_is_std:0.06625483930110931 - rollout_corr/rollout_is_eff_sample_size:0.9956270595334232 - rollout_corr/rollout_is_seq_mean:1.0001126527786255 - rollout_corr/rollout_is_seq_std:0.004403290804475546 - rollout_corr/rollout_is_seq_max:1.0186374187469482 - rollout_corr/rollout_is_seq_min:0.987069845199585 - rollout_corr/rollout_is_seq_max_deviation:0.018637418746948242 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.124024463351816) - rollout_corr/training_log_ppl:np.float64(0.11629628866830899) - rollout_corr/kl:np.float64(0.008499169779902616) - rollout_corr/k3_kl:np.float64(0.007961246612467221) - rollout_corr/rollout_ppl:np.float64(1.1144165536388755) - rollout_corr/rollout_log_ppl:np.float64(0.10779711874090481) - rollout_corr/log_ppl_diff:np.float64(0.008499169927290495) - rollout_corr/log_ppl_abs_diff:np.float64(0.008831845452277776) - rollout_corr/log_ppl_diff_max:np.float64(0.06008771061897278) - rollout_corr/log_ppl_diff_min:np.float64(-0.007758207619190216) - rollout_corr/ppl_ratio:np.float64(1.0085764687974006) - rollout_corr/chi2_token:np.float64(0.01529075251892209) - rollout_corr/chi2_seq:np.float64(0.020190970739349723) - actor/pg_loss:np.float64(-0.01333540549967438) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.007771057757054223) - actor/ppo_kl:np.float64(0.004869907574317267) - actor/pg_clipfrac_lower:np.float64(0.0002759416839808182) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.42578125) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.75390625) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.453125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.453125) - self_distillation/token_reweight_w_mean:np.float64(89428.49282872514) - self_distillation/token_reweight_w_std:np.float64(1649361.616394043) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0216457324568182) - self_distillation/token_reweight_w_clip_frac:np.float64(0.040680957812583074) - self_distillation/empty_target_batch:np.float64(0.24609375) - actor/grad_norm:np.float64(1.0536813288927078) - perf/mfu/actor:np.float64(0.0591069224052269) - perf/max_memory_allocated_gb:np.float64(128.96105241775513) - perf/max_memory_reserved_gb:np.float64(135.515625) - perf/cpu_memory_used_gb:np.float64(149.81168746948242) - actor/lr:np.float64(1e-06) - val-aux/sciknoweval/reward/mean@16:np.float64(0.5556547619047619) - val-aux/sciknoweval/reward/std@16:np.float64(0.24122078255847834) - val-aux/sciknoweval/reward/best@2/mean:np.float64(0.652252380952381) - val-aux/sciknoweval/reward/best@2/std:np.float64(0.18914724593412532) - val-aux/sciknoweval/reward/worst@2/mea
step:71 - global_seqlen/min:27242 - global_seqlen/max:51275 - global_seqlen/minmax_diff:24033 - global_seqlen/balanced_min:34529 - global_seqlen/balanced_max:38990 - global_seqlen/mean:35615.375 - actor/entropy:0.09402168542146683 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.8498477935791016 - training/rollout_probs_diff_mean:0.00719171017408371 - training/rollout_probs_diff_std:0.028775807470083237 - training/rollout_actor_probs_pearson_corr:0.9835608601570129 - self_distillation/success_group_fraction:0.78125 - self_distillation/success_sample_fraction:0.7734375 - self_distillation/correct_sample_fraction:0.54296875 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.7734375 - rollout_corr/rollout_is_mean:0.9999680519104004 - rollout_corr/rollout_is_ratio_fraction_high:0.0006409175111912191 - rollout_corr/rollout_is_ratio_fraction_low:0.0018504686886444688 - rollout_corr/rollout_is_max:5.577134609222412 - rollout_corr/rollout_is_min:0.007830413058400154 - rollout_corr/rollout_is_std:0.06749505549669266 - rollout_corr/rollout_is_eff_sample_size:0.9954640130478453 - rollout_corr/rollout_is_seq_mean:0.9998369216918945 - rollout_corr/rollout_is_seq_std:0.0038643747102469206 - rollout_corr/rollout_is_seq_max:1.0102571249008179 - rollout_corr/rollout_is_seq_min:0.9818103313446045 - rollout_corr/rollout_is_seq_max_deviation:0.018189668655395508 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1171253244392574) - rollout_corr/training_log_ppl:np.float64(0.11019196551933419) - rollout_corr/kl:np.float64(0.005094844466499326) - rollout_corr/k3_kl:np.float64(0.00502944416552964) - rollout_corr/rollout_ppl:np.float64(1.1113715013489127) - rollout_corr/rollout_log_ppl:np.float64(0.10509711923077703) - rollout_corr/log_ppl_diff:np.float64(0.005094846288557164) - rollout_corr/log_ppl_abs_diff:np.float64(0.005540166705031879) - rollout_corr/log_ppl_diff_max:np.float64(0.03490133583545685) - rollout_corr/log_ppl_diff_min:np.float64(-0.00489402562379837) - rollout_corr/ppl_ratio:np.float64(1.005124035058543) - rollout_corr/chi2_token:np.float64(0.011265804758295417) - rollout_corr/chi2_seq:np.float64(2.131786279613152) - actor/pg_loss:np.float64(-0.01976452232338488) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.005085641352707171) - actor/ppo_kl:np.float64(0.0015085537148333827) - actor/pg_clipfrac_lower:np.float64(0.00011519125837367028) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.53515625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.7734375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.54296875) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.54296875) - self_distillation/token_reweight_w_mean:np.float64(115939.42392182117) - self_distillation/token_reweight_w_std:np.float64(2164804.3482551575) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0278418748639524) - self_distillation/token_reweight_w_clip_frac:np.float64(0.0516348336241208) - self_distillation/empty_target_batch:np.float64(0.2265625) - actor/grad_norm:np.float64(0.9840430915355682) - perf/mfu/actor:np.float64(0.059001645585087054) - perf/max_memory_allocated_gb:np.float64(128.96105241775513) - perf/max_memory_reserved_gb:np.float64(135.515625) - perf/cpu_memory_used_gb:np.float64(152.3534393310547) - actor/lr:np.float64(1e-06) - training/global_step:71 - training/epoch:1 - critic/score/mean:0.54296875 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.54296875 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.000506589887663722 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - c
step:72 - global_seqlen/min:24447 - global_seqlen/max:43346 - global_seqlen/minmax_diff:18899 - global_seqlen/balanced_min:30955 - global_seqlen/balanced_max:36588 - global_seqlen/mean:31666.0 - actor/entropy:0.09625780582427979 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.8767159581184387 - training/rollout_probs_diff_mean:0.007234056945890188 - training/rollout_probs_diff_std:0.028620081022381783 - training/rollout_actor_probs_pearson_corr:0.9839804172515869 - self_distillation/success_group_fraction:0.84375 - self_distillation/success_sample_fraction:0.83203125 - self_distillation/correct_sample_fraction:0.56640625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.83203125 - rollout_corr/rollout_is_mean:0.9999395608901978 - rollout_corr/rollout_is_ratio_fraction_high:0.000644817017018795 - rollout_corr/rollout_is_ratio_fraction_low:0.002073420211672783 - rollout_corr/rollout_is_max:7.878367900848389 - rollout_corr/rollout_is_min:0.02344057336449623 - rollout_corr/rollout_is_std:0.06814148277044296 - rollout_corr/rollout_is_eff_sample_size:0.9953760137700314 - rollout_corr/rollout_is_seq_mean:0.9999944567680359 - rollout_corr/rollout_is_seq_std:0.0037442834582179785 - rollout_corr/rollout_is_seq_max:1.0184402465820312 - rollout_corr/rollout_is_seq_min:0.9905250668525696 - rollout_corr/rollout_is_seq_max_deviation:0.01844024658203125 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1201695716008544) - rollout_corr/training_log_ppl:np.float64(0.1128640374954557) - rollout_corr/kl:np.float64(0.006015508823196569) - rollout_corr/k3_kl:np.float64(0.006179451465413877) - rollout_corr/rollout_ppl:np.float64(1.1133646266534925) - rollout_corr/rollout_log_ppl:np.float64(0.10684852715348825) - rollout_corr/log_ppl_diff:np.float64(0.006015510341967456) - rollout_corr/log_ppl_abs_diff:np.float64(0.0064296165510313585) - rollout_corr/log_ppl_diff_max:np.float64(0.04238724708557129) - rollout_corr/log_ppl_diff_min:np.float64(-0.0076994746923446655) - rollout_corr/ppl_ratio:np.float64(1.0060527126770467) - rollout_corr/chi2_token:np.float64(0.02022147085517645) - rollout_corr/chi2_seq:np.float64(0.6303819320164621) - actor/pg_loss:np.float64(-0.021970724570564926) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.005945321326180419) - actor/ppo_kl:np.float64(0.002635653160468543) - actor/pg_clipfrac_lower:np.float64(0.00010603079272186733) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.5546875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.83203125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.56640625) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.56640625) - self_distillation/token_reweight_w_mean:np.float64(186711.65749479737) - self_distillation/token_reweight_w_std:np.float64(2838876.0243439674) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0378564922139049) - self_distillation/token_reweight_w_clip_frac:np.float64(0.07222876892774366) - self_distillation/empty_target_batch:np.float64(0.16796875) - actor/grad_norm:np.float64(1.0613763928413391) - perf/mfu/actor:np.float64(0.05243185799748337) - perf/max_memory_allocated_gb:np.float64(128.96105241775513) - perf/max_memory_reserved_gb:np.float64(135.515625) - perf/cpu_memory_used_gb:np.float64(150.27898025512695) - actor/lr:np.float64(1e-06) - training/global_step:72 - training/epoch:1 - critic/score/mean:0.56640625 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.56640625 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.021001717075705528 - critic/advantages/max:0.875 - critic/advantages/min:-0.875
step:73 - global_seqlen/min:18672 - global_seqlen/max:45262 - global_seqlen/minmax_diff:26590 - global_seqlen/balanced_min:31644 - global_seqlen/balanced_max:36913 - global_seqlen/mean:32318.0 - actor/entropy:0.08742942661046982 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.814623236656189 - training/rollout_probs_diff_mean:0.007148020900785923 - training/rollout_probs_diff_std:0.029674317687749863 - training/rollout_actor_probs_pearson_corr:0.981411337852478 - self_distillation/success_group_fraction:0.75 - self_distillation/success_sample_fraction:0.734375 - self_distillation/correct_sample_fraction:0.5703125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.734375 - rollout_corr/rollout_is_mean:0.99989253282547 - rollout_corr/rollout_is_ratio_fraction_high:0.0007494325982406735 - rollout_corr/rollout_is_ratio_fraction_low:0.0021787076257169247 - rollout_corr/rollout_is_max:6.626963138580322 - rollout_corr/rollout_is_min:8.075379446381703e-05 - rollout_corr/rollout_is_std:0.06867038458585739 - rollout_corr/rollout_is_eff_sample_size:0.9953038541617724 - rollout_corr/rollout_is_seq_mean:0.9998299479484558 - rollout_corr/rollout_is_seq_std:0.00394183536991477 - rollout_corr/rollout_is_seq_max:1.0144330263137817 - rollout_corr/rollout_is_seq_min:0.9880080223083496 - rollout_corr/rollout_is_seq_max_deviation:0.014433026313781738 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1134311272762716) - rollout_corr/training_log_ppl:np.float64(0.10687559674261138) - rollout_corr/kl:np.float64(0.005517371605662902) - rollout_corr/k3_kl:np.float64(0.004963904854093926) - rollout_corr/rollout_ppl:np.float64(1.1072580991312861) - rollout_corr/rollout_log_ppl:np.float64(0.10135822418487805) - rollout_corr/log_ppl_diff:np.float64(0.005517372557733324) - rollout_corr/log_ppl_abs_diff:np.float64(0.0060210604442545446) - rollout_corr/log_ppl_diff_max:np.float64(0.03917628526687622) - rollout_corr/log_ppl_diff_min:np.float64(-0.007507242262363434) - rollout_corr/ppl_ratio:np.float64(1.005550927016884) - rollout_corr/chi2_token:np.float64(0.008598184445872903) - rollout_corr/chi2_seq:np.float64(2.6396755177993327) - actor/pg_loss:np.float64(-0.010416724951937795) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.003852321451631724) - actor/ppo_kl:np.float64(0.0018112178761882092) - actor/pg_clipfrac_lower:np.float64(6.088730060582748e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.5546875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.734375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.5703125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.5703125) - self_distillation/token_reweight_w_mean:np.float64(184930.65943073994) - self_distillation/token_reweight_w_std:np.float64(2963447.735809326) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0263945166952908) - self_distillation/token_reweight_w_clip_frac:np.float64(0.050332624930888414) - self_distillation/empty_target_batch:np.float64(0.265625) - actor/grad_norm:np.float64(0.6256946176290512) - perf/mfu/actor:np.float64(0.05423044808896909) - perf/max_memory_allocated_gb:np.float64(128.96105241775513) - perf/max_memory_reserved_gb:np.float64(135.515625) - perf/cpu_memory_used_gb:np.float64(150.0991554260254) - actor/lr:np.float64(1e-06) - training/global_step:73 - training/epoch:1 - critic/score/mean:0.5703125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.5703125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.020027916878461838 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/m
step:74 - global_seqlen/min:23097 - global_seqlen/max:73003 - global_seqlen/minmax_diff:49906 - global_seqlen/balanced_min:37232 - global_seqlen/balanced_max:39983 - global_seqlen/mean:37773.25 - actor/entropy:0.09394653141498566 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.6981338262557983 - training/rollout_probs_diff_mean:0.006979617290198803 - training/rollout_probs_diff_std:0.02751699648797512 - training/rollout_actor_probs_pearson_corr:0.9850267767906189 - self_distillation/success_group_fraction:0.78125 - self_distillation/success_sample_fraction:0.77734375 - self_distillation/correct_sample_fraction:0.52734375 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.77734375 - rollout_corr/rollout_is_mean:0.9997556805610657 - rollout_corr/rollout_is_ratio_fraction_high:0.0006417047698050737 - rollout_corr/rollout_is_ratio_fraction_low:0.0016839366871863604 - rollout_corr/rollout_is_max:7.147971153259277 - rollout_corr/rollout_is_min:0.028127722442150116 - rollout_corr/rollout_is_std:0.06680358201265335 - rollout_corr/rollout_is_eff_sample_size:0.9955538001574161 - rollout_corr/rollout_is_seq_mean:0.9993758201599121 - rollout_corr/rollout_is_seq_std:0.0037311771884560585 - rollout_corr/rollout_is_seq_max:1.0136692523956299 - rollout_corr/rollout_is_seq_min:0.9826726317405701 - rollout_corr/rollout_is_seq_max_deviation:0.01732736825942993 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.121093578170985) - rollout_corr/training_log_ppl:np.float64(0.1136271958675934) - rollout_corr/kl:np.float64(0.005865048416097807) - rollout_corr/k3_kl:np.float64(0.005276294533814507) - rollout_corr/rollout_ppl:np.float64(1.114470831118524) - rollout_corr/rollout_log_ppl:np.float64(0.10776214716315735) - rollout_corr/log_ppl_diff:np.float64(0.005865048704436049) - rollout_corr/log_ppl_abs_diff:np.float64(0.006201219133799896) - rollout_corr/log_ppl_diff_max:np.float64(0.03844873607158661) - rollout_corr/log_ppl_diff_min:np.float64(-0.00785963237285614) - rollout_corr/ppl_ratio:np.float64(1.005898506147787) - rollout_corr/chi2_token:np.float64(0.009612837340682745) - rollout_corr/chi2_seq:np.float64(3.6156333924736828) - actor/pg_loss:np.float64(-0.022532647824846208) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.004734515041945997) - actor/ppo_kl:np.float64(0.001830684971928065) - actor/pg_clipfrac_lower:np.float64(9.746649732278456e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.5234375) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.77734375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.52734375) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.52734375) - self_distillation/token_reweight_w_mean:np.float64(135281.68247365672) - self_distillation/token_reweight_w_std:np.float64(2484096.790107727) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.028612966183573) - self_distillation/token_reweight_w_clip_frac:np.float64(0.05283936654450372) - self_distillation/empty_target_batch:np.float64(0.22265625) - actor/grad_norm:np.float64(0.9500700682401657) - perf/mfu/actor:np.float64(0.05884586271193772) - perf/max_memory_allocated_gb:np.float64(128.96105241775513) - perf/max_memory_reserved_gb:np.float64(135.515625) - perf/cpu_memory_used_gb:np.float64(150.16430282592773) - actor/lr:np.float64(1e-06) - training/global_step:74 - training/epoch:1 - critic/score/mean:0.52734375 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.52734375 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.007746754679828882 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - crit
step:75 - global_seqlen/min:23921 - global_seqlen/max:47653 - global_seqlen/minmax_diff:23732 - global_seqlen/balanced_min:35441 - global_seqlen/balanced_max:35513 - global_seqlen/mean:35498.875 - actor/entropy:0.08669004589319229 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.8049387335777283 - training/rollout_probs_diff_mean:0.007417432498186827 - training/rollout_probs_diff_std:0.030733615159988403 - training/rollout_actor_probs_pearson_corr:0.9796523451805115 - self_distillation/success_group_fraction:0.78125 - self_distillation/success_sample_fraction:0.77734375 - self_distillation/correct_sample_fraction:0.6875 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.77734375 - rollout_corr/rollout_is_mean:1.0002061128616333 - rollout_corr/rollout_is_ratio_fraction_high:0.0008147199405357242 - rollout_corr/rollout_is_ratio_fraction_low:0.0024785154964774847 - rollout_corr/rollout_is_max:10.743162155151367 - rollout_corr/rollout_is_min:0.00011755435843952 - rollout_corr/rollout_is_std:0.07076288759708405 - rollout_corr/rollout_is_eff_sample_size:0.9950165005618803 - rollout_corr/rollout_is_seq_mean:1.0002232789993286 - rollout_corr/rollout_is_seq_std:0.0038101000245660543 - rollout_corr/rollout_is_seq_max:1.0127350091934204 - rollout_corr/rollout_is_seq_min:0.9900892972946167 - rollout_corr/rollout_is_seq_max_deviation:0.01273500919342041 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.105398231651634) - rollout_corr/training_log_ppl:np.float64(0.0996791877259966) - rollout_corr/kl:np.float64(0.005956538670318423) - rollout_corr/k3_kl:np.float64(0.0059995500400873425) - rollout_corr/rollout_ppl:np.float64(1.0987688680179417) - rollout_corr/rollout_log_ppl:np.float64(0.09372264747798909) - rollout_corr/log_ppl_diff:np.float64(0.005956540248007514) - rollout_corr/log_ppl_abs_diff:np.float64(0.006384803171386011) - rollout_corr/log_ppl_diff_max:np.float64(0.03337907791137695) - rollout_corr/log_ppl_diff_min:np.float64(-0.005792252719402313) - rollout_corr/ppl_ratio:np.float64(1.0059915280435234) - rollout_corr/chi2_token:np.float64(0.016461461782455444) - rollout_corr/chi2_seq:np.float64(1.241366233676672) - actor/pg_loss:np.float64(-0.007934937253594398) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0024770407580945175) - actor/ppo_kl:np.float64(0.002302205939464841) - actor/pg_clipfrac_lower:np.float64(5.2426027878027526e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.68359375) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.77734375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.6875) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.6875) - self_distillation/token_reweight_w_mean:np.float64(132462.63204621943) - self_distillation/token_reweight_w_std:np.float64(2216792.778049469) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0162507644854486) - self_distillation/token_reweight_w_clip_frac:np.float64(0.030486679257592186) - self_distillation/empty_target_batch:np.float64(0.22265625) - actor/grad_norm:np.float64(0.6813276335597038) - perf/mfu/actor:np.float64(0.06225398109443138) - perf/max_memory_allocated_gb:np.float64(128.96105241775513) - perf/max_memory_reserved_gb:np.float64(135.515625) - perf/cpu_memory_used_gb:np.float64(150.0438003540039) - actor/lr:np.float64(1e-06) - training/global_step:75 - training/epoch:1 - critic/score/mean:0.6875 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.6875 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.0070968978106975555 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/return
step:76 - global_seqlen/min:34852 - global_seqlen/max:75516 - global_seqlen/minmax_diff:40664 - global_seqlen/balanced_min:45598 - global_seqlen/balanced_max:47443 - global_seqlen/mean:46274.0 - actor/entropy:0.09013135731220245 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9858601093292236 - training/rollout_probs_diff_mean:0.006403400097042322 - training/rollout_probs_diff_std:0.02651864103972912 - training/rollout_actor_probs_pearson_corr:0.9854739308357239 - self_distillation/success_group_fraction:0.8125 - self_distillation/success_sample_fraction:0.796875 - self_distillation/correct_sample_fraction:0.55859375 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.796875 - rollout_corr/rollout_is_mean:1.0000574588775635 - rollout_corr/rollout_is_ratio_fraction_high:0.0005689163226634264 - rollout_corr/rollout_is_ratio_fraction_low:0.0014542712597176433 - rollout_corr/rollout_is_max:15.379097938537598 - rollout_corr/rollout_is_min:0.000246789597440511 - rollout_corr/rollout_is_std:0.06277880817651749 - rollout_corr/rollout_is_eff_sample_size:0.9960729925620542 - rollout_corr/rollout_is_seq_mean:1.0000039339065552 - rollout_corr/rollout_is_seq_std:0.004371656570583582 - rollout_corr/rollout_is_seq_max:1.0343607664108276 - rollout_corr/rollout_is_seq_min:0.9836775064468384 - rollout_corr/rollout_is_seq_max_deviation:0.03436076641082764 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.120138936676085) - rollout_corr/training_log_ppl:np.float64(0.11278851587121608) - rollout_corr/kl:np.float64(0.005908737358997218) - rollout_corr/k3_kl:np.float64(0.006201826582127978) - rollout_corr/rollout_ppl:np.float64(1.1134810242801905) - rollout_corr/rollout_log_ppl:np.float64(0.10687977795532788) - rollout_corr/log_ppl_diff:np.float64(0.005908737915888196) - rollout_corr/log_ppl_abs_diff:np.float64(0.006377881010848796) - rollout_corr/log_ppl_diff_max:np.float64(0.04276803135871887) - rollout_corr/log_ppl_diff_min:np.float64(-0.009492404758930206) - rollout_corr/ppl_ratio:np.float64(1.0059485118836164) - rollout_corr/chi2_token:np.float64(0.01721318461932242) - rollout_corr/chi2_seq:np.float64(9.341128484811634) - actor/pg_loss:np.float64(-0.016325823264196515) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.004800984879693715) - actor/ppo_kl:np.float64(0.0024296057992287956) - actor/pg_clipfrac_lower:np.float64(0.00011080952265274391) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.54296875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.796875) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.55859375) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.55859375) - self_distillation/token_reweight_w_mean:np.float64(116882.70114552835) - self_distillation/token_reweight_w_std:np.float64(1757511.257698059) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0302933589555323) - self_distillation/token_reweight_w_clip_frac:np.float64(0.05598100717179477) - self_distillation/empty_target_batch:np.float64(0.203125) - actor/grad_norm:np.float64(0.7515900135040283) - perf/mfu/actor:np.float64(0.07114234310471455) - perf/max_memory_allocated_gb:np.float64(128.96105241775513) - perf/max_memory_reserved_gb:np.float64(135.515625) - perf/cpu_memory_used_gb:np.float64(150.01849365234375) - actor/lr:np.float64(1e-06) - training/global_step:76 - training/epoch:1 - critic/score/mean:0.55859375 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.55859375 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.0021750950254499912 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/
step:77 - global_seqlen/min:27982 - global_seqlen/max:41029 - global_seqlen/minmax_diff:13047 - global_seqlen/balanced_min:34628 - global_seqlen/balanced_max:39585 - global_seqlen/mean:35331.75 - actor/entropy:0.09278570115566254 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.916935920715332 - training/rollout_probs_diff_mean:0.007601113989949226 - training/rollout_probs_diff_std:0.03078306093811989 - training/rollout_actor_probs_pearson_corr:0.9810864329338074 - self_distillation/success_group_fraction:0.71875 - self_distillation/success_sample_fraction:0.71484375 - self_distillation/correct_sample_fraction:0.59765625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.71484375 - rollout_corr/rollout_is_mean:1.000160574913025 - rollout_corr/rollout_is_ratio_fraction_high:0.000833837955724448 - rollout_corr/rollout_is_ratio_fraction_low:0.0023575774393975735 - rollout_corr/rollout_is_max:12.553960800170898 - rollout_corr/rollout_is_min:0.009742435067892075 - rollout_corr/rollout_is_std:0.07117065787315369 - rollout_corr/rollout_is_eff_sample_size:0.9949577280361328 - rollout_corr/rollout_is_seq_mean:1.0002131462097168 - rollout_corr/rollout_is_seq_std:0.004309962037950754 - rollout_corr/rollout_is_seq_max:1.0245192050933838 - rollout_corr/rollout_is_seq_min:0.9877797365188599 - rollout_corr/rollout_is_seq_max_deviation:0.02451920509338379 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.120428593363613) - rollout_corr/training_log_ppl:np.float64(0.11310157598927617) - rollout_corr/kl:np.float64(0.007246397746470734) - rollout_corr/k3_kl:np.float64(0.007444304162618209) - rollout_corr/rollout_ppl:np.float64(1.1122590969316661) - rollout_corr/rollout_log_ppl:np.float64(0.105855176672776) - rollout_corr/log_ppl_diff:np.float64(0.007246399316500174) - rollout_corr/log_ppl_abs_diff:np.float64(0.007580895868159132) - rollout_corr/log_ppl_diff_max:np.float64(0.05439901351928711) - rollout_corr/log_ppl_diff_min:np.float64(-0.006072729825973511) - rollout_corr/ppl_ratio:np.float64(1.0073082628659904) - rollout_corr/chi2_token:np.float64(0.029079829808324575) - rollout_corr/chi2_seq:np.float64(0.7337585482746363) - actor/pg_loss:np.float64(-0.010789627209305763) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0030409872761083534) - actor/ppo_kl:np.float64(0.0034858789562122183) - actor/pg_clipfrac_lower:np.float64(9.685619670563028e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.59375) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.71484375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.59765625) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.59765625) - self_distillation/token_reweight_w_mean:np.float64(57148.50141187897) - self_distillation/token_reweight_w_std:np.float64(1249766.4479937553) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0188421066850424) - self_distillation/token_reweight_w_clip_frac:np.float64(0.03487765431054868) - self_distillation/empty_target_batch:np.float64(0.28515625) - actor/grad_norm:np.float64(0.7014453858137131) - perf/mfu/actor:np.float64(0.058738212800486925) - perf/max_memory_allocated_gb:np.float64(128.96105241775513) - perf/max_memory_reserved_gb:np.float64(135.515625) - perf/cpu_memory_used_gb:np.float64(150.03035736083984) - actor/lr:np.float64(1e-06) - training/global_step:77 - training/epoch:1 - critic/score/mean:0.59765625 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.59765625 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.007584575098007917 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - cri
step:78 - global_seqlen/min:28684 - global_seqlen/max:71720 - global_seqlen/minmax_diff:43036 - global_seqlen/balanced_min:45160 - global_seqlen/balanced_max:46446 - global_seqlen/mean:45527.75 - actor/entropy:0.09253668785095215 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.893663763999939 - training/rollout_probs_diff_mean:0.006929944269359112 - training/rollout_probs_diff_std:0.027833199128508568 - training/rollout_actor_probs_pearson_corr:0.98455411195755 - self_distillation/success_group_fraction:0.84375 - self_distillation/success_sample_fraction:0.83203125 - self_distillation/correct_sample_fraction:0.578125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.83203125 - rollout_corr/rollout_is_mean:0.9998123049736023 - rollout_corr/rollout_is_ratio_fraction_high:0.0006321457913145423 - rollout_corr/rollout_is_ratio_fraction_low:0.0018383483402431011 - rollout_corr/rollout_is_max:12.953568458557129 - rollout_corr/rollout_is_min:0.012115576304495335 - rollout_corr/rollout_is_std:0.06623324006795883 - rollout_corr/rollout_is_eff_sample_size:0.9956288320712623 - rollout_corr/rollout_is_seq_mean:0.999854326248169 - rollout_corr/rollout_is_seq_std:0.0036155707202851772 - rollout_corr/rollout_is_seq_max:1.0147334337234497 - rollout_corr/rollout_is_seq_min:0.9841169118881226 - rollout_corr/rollout_is_seq_max_deviation:0.01588308811187744 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1204357137903571) - rollout_corr/training_log_ppl:np.float64(0.11298177782737184) - rollout_corr/kl:np.float64(0.0056494323519302725) - rollout_corr/k3_kl:np.float64(0.005234915746541446) - rollout_corr/rollout_ppl:np.float64(1.1140587581321597) - rollout_corr/rollout_log_ppl:np.float64(0.10733234470535535) - rollout_corr/log_ppl_diff:np.float64(0.0056494331220164895) - rollout_corr/log_ppl_abs_diff:np.float64(0.006012151134200394) - rollout_corr/log_ppl_diff_max:np.float64(0.052625879645347595) - rollout_corr/log_ppl_diff_min:np.float64(-0.008287139236927032) - rollout_corr/ppl_ratio:np.float64(1.0056839846074581) - rollout_corr/chi2_token:np.float64(0.01089895167388022) - rollout_corr/chi2_seq:np.float64(4.1788470833562315) - actor/pg_loss:np.float64(-0.021998134907335043) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.005111384594783885) - actor/ppo_kl:np.float64(0.002174789357773932) - actor/pg_clipfrac_lower:np.float64(4.9075426659328514e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.56640625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.83203125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.578125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.578125) - self_distillation/token_reweight_w_mean:np.float64(75682.36692249496) - self_distillation/token_reweight_w_std:np.float64(1676753.46265316) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0336474203504622) - self_distillation/token_reweight_w_clip_frac:np.float64(0.06124923989409581) - self_distillation/empty_target_batch:np.float64(0.16796875) - actor/grad_norm:np.float64(0.8512599840760231) - perf/mfu/actor:np.float64(0.0688338728473857) - perf/max_memory_allocated_gb:np.float64(128.96105241775513) - perf/max_memory_reserved_gb:np.float64(135.515625) - perf/cpu_memory_used_gb:np.float64(150.29159927368164) - actor/lr:np.float64(1e-06) - training/global_step:78 - training/epoch:1 - critic/score/mean:0.578125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.578125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.014806734398007393 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/r
step:79 - global_seqlen/min:26785 - global_seqlen/max:60349 - global_seqlen/minmax_diff:33564 - global_seqlen/balanced_min:46042 - global_seqlen/balanced_max:46112 - global_seqlen/mean:46081.125 - actor/entropy:0.09331405907869339 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9729524850845337 - training/rollout_probs_diff_mean:0.006769295781850815 - training/rollout_probs_diff_std:0.02724490873515606 - training/rollout_actor_probs_pearson_corr:0.9853556752204895 - self_distillation/success_group_fraction:0.65625 - self_distillation/success_sample_fraction:0.65234375 - self_distillation/correct_sample_fraction:0.47265625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.65234375 - rollout_corr/rollout_is_mean:1.0001931190490723 - rollout_corr/rollout_is_ratio_fraction_high:0.0006609165575355291 - rollout_corr/rollout_is_ratio_fraction_low:0.001567601109854877 - rollout_corr/rollout_is_max:7.4074602127075195 - rollout_corr/rollout_is_min:0.004165859892964363 - rollout_corr/rollout_is_std:0.06562615931034088 - rollout_corr/rollout_is_eff_sample_size:0.9957107302014162 - rollout_corr/rollout_is_seq_mean:1.00034761428833 - rollout_corr/rollout_is_seq_std:0.004082813393324614 - rollout_corr/rollout_is_seq_max:1.0166324377059937 - rollout_corr/rollout_is_seq_min:0.9865208268165588 - rollout_corr/rollout_is_seq_max_deviation:0.016632437705993652 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1160328583791852) - rollout_corr/training_log_ppl:np.float64(0.10932934495212976) - rollout_corr/kl:np.float64(0.00486493093065099) - rollout_corr/k3_kl:np.float64(0.005111411873713223) - rollout_corr/rollout_ppl:np.float64(1.11058339336887) - rollout_corr/rollout_log_ppl:np.float64(0.10446441225940362) - rollout_corr/log_ppl_diff:np.float64(0.004864932692726143) - rollout_corr/log_ppl_abs_diff:np.float64(0.0054735821759095415) - rollout_corr/log_ppl_diff_max:np.float64(0.03715166449546814) - rollout_corr/log_ppl_diff_min:np.float64(-0.009670078754425049) - rollout_corr/ppl_ratio:np.float64(1.004892555065453) - rollout_corr/chi2_token:np.float64(0.012728925794363022) - rollout_corr/chi2_seq:np.float64(6.405543518485501) - actor/pg_loss:np.float64(-0.019625885179266334) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.003978292438659992) - actor/ppo_kl:np.float64(0.0016707495954690899) - actor/pg_clipfrac_lower:np.float64(4.092355925422453e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.46875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.65234375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.47265625) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.47265625) - self_distillation/token_reweight_w_mean:np.float64(93820.07628714899) - self_distillation/token_reweight_w_std:np.float64(1982315.8365573883) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0386367533355951) - self_distillation/token_reweight_w_clip_frac:np.float64(0.06944734015269205) - self_distillation/empty_target_batch:np.float64(0.34765625) - actor/grad_norm:np.float64(0.7769185453653336) - perf/mfu/actor:np.float64(0.07068214098506026) - perf/max_memory_allocated_gb:np.float64(128.96105241775513) - perf/max_memory_reserved_gb:np.float64(135.515625) - perf/cpu_memory_used_gb:np.float64(150.08164596557617) - actor/lr:np.float64(1e-06) - training/global_step:79 - training/epoch:1 - critic/score/mean:0.47265625 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.47265625 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.031781286001205444 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - cri
test_gen_batch meta info: {'eos_token_id': 151645, 'pad_token_id': 151643, 'recompute_log_prob': False, 'do_sample': True, 'validate': True, 'global_steps': 80}
validation generation end
[prompt] system

Given a question and four options, please select the right answer. Respond in the following format:
<reasoning>
...
</reasoning>
<answer>
...
</answer>

For the answer, only output the letter corresponding to the correct option (A, B, C, or D), and nothing else. Do not restate the answer text. For example, if the answer is "A", just output:
<answer>
A
</answer>

user
Which of the following molecules is the only correct reactant used in the synthesis of the product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1" ?

A: O=C1c2ccccc2C(=O)N1c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1
B: O=C1c2ccccc2C(Cl)N1c1ccc2ccc(Cl)nc2n1
C: O=C1c2ccccc2C(=O)N1Cc1ccc(Oc2ccc(Cl)c(C(F)(F)F)c2)cc1
D: O=C1c2ccccc2C(=O)N1CC=C(Cc1ccccc1)C(F)(F)F
Please reason step by step.
assistant
<think>

</think>


[response] <reasoning>
This is a complex organic chemistry question about reaction synthesis. Let's analyze what we're looking for:

We need to find which of the given options is the only correct reactant used in the synthesis of the product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1"

First, let's try to understand the structure of the product:

The product appears to be an amine (because of the "n1" in Nc1ccn...) where the amino group is attached to a carbon that's also connected to a cyclohexyl group (Cc2ccc(Cl)cc2...) which in turn is connected to a trifluorofluorinated benzene ring (C(F)(F)F)

Looking at the structure:
The product has a benzene ring with a chlorine substituent (ccc(Cl)cc2), and this benzene ring is connected to a trifluoromethyl group (C(F)(F)F)

Now let's look at the options. All options appear to be chemical structures (likely ketones with amine groups), so we need to figure out which one would logically be a reactant that could synthesize the given product.

Rather than trying to fully decipher all these complex structures, let's look for patterns and possible connections:

The product has a structure that seems to be:
An amine group (n1) attached to a carbon that's connected to a cyclohexyl group (Cc2ccc(Cl)cc2...) which is connected to a trifluorofluorinated benzene ring (C(F)(F)F)

Looking at the options, we need to find which structure contains elements that would be involved in synthesizing this product.

Looking at the options:

Option A: O=C1c2ccccc2C(=O)N1c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1
This structure seems to be a ketone (O=C1...) with an amine group (N1c1ccn...) connected to a cyclohexyl group (Cc2ccc(Cl)cc2...) which is connected to a trifluorofluorinated benzene ring (C(F)(F)F). This seems very similar to the product structure. In fact, the amine group in this option seems to be in the same position as in the product. The only difference is that this is a ketone group (O=C1...) while the product doesn't appear to have a ketone group.

Option B: O=C1c2ccccc2C(Cl)N1c1ccc2ccc(Cl)nc2n1
This structure has a chloro group (C(Cl)) and some complex aromatic rings with chlorine substituents, but it's not clear how this would relate to the product structure.

Option C: O=C1c2ccccc2C(=O)N1Cc1ccc(Oc2ccc(Cl)c(C(F)(F)F)c2)cc1
This structure has multiple oxygen atoms and more complex substituent patterns, but again it's not clear how this would directly relate to the product.

Option D: O=C1c2ccccc2C(=O)N1CC=C(Cc1ccccc1)C(F)(F)F
This structure has a ketone group (O=C1...), an amine group (N1...), and a trifluoromethyl group (C(F)(F)F), but the rest of the structure doesn't seem to match the product's aromatic ring with chlorine substituent.

Considering these analyses, option A seems to be the most similar to the product structure. The amine group (n1) is in the same position, connected to a cyclohexyl group (Cc2ccc(Cl)cc2...) which is connected to a trifluorofluorinated benzene ring (C(F)(F)F). The only difference is that option A has a ketone group (O=C1...) while the product doesn't appear to have a ketone group. However, since we're looking for the correct reactant used in the synthesis, it's possible that option A is the correct reactant that would be transformed into the product through some reaction (maybe an elimination reaction that removes the ketone group).

The other options don't seem to have the same structural features as the product, particularly the specific combination of the cyclohexyl group with the chloro benzene ring and trifluoromethyl group.

Therefore, the most likely correct answer is option A.
</reasoning>

<answer>
A
</answer>
[ground_truth] A
[score] 1.0
[acc] 1.0
[pred] A
[incorrect_format] 1
[feedback]
local_global_step_folder: /mnt/mole/SDPO/L2T/checkpoints/datasets/sciknoweval/chemistry/qwen3gen-chemistry-RLRT_TR-Qwen-Qwen3-4B-mbs8-tr0.1-decay0-train32-rollout8-lr1e-6-vllm0.8-epsw0.5/global_step_80
step:80 - global_seqlen/min:28463 - global_seqlen/max:59277 - global_seqlen/minmax_diff:30814 - global_seqlen/balanced_min:42121 - global_seqlen/balanced_max:45527 - global_seqlen/mean:42753.625 - actor/entropy:0.08741872012615204 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9029343128204346 - training/rollout_probs_diff_mean:0.00726493401452899 - training/rollout_probs_diff_std:0.030163167044520378 - training/rollout_actor_probs_pearson_corr:0.9808919429779053 - self_distillation/success_group_fraction:0.875 - self_distillation/success_sample_fraction:0.85546875 - self_distillation/correct_sample_fraction:0.61328125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.85546875 - rollout_corr/rollout_is_mean:1.000003457069397 - rollout_corr/rollout_is_ratio_fraction_high:0.0007450568373315036 - rollout_corr/rollout_is_ratio_fraction_low:0.0021549335215240717 - rollout_corr/rollout_is_max:15.030988693237305 - rollout_corr/rollout_is_min:0.0010079069761559367 - rollout_corr/rollout_is_std:0.06929982453584671 - rollout_corr/rollout_is_eff_sample_size:0.9952171819836511 - rollout_corr/rollout_is_seq_mean:1.000140905380249 - rollout_corr/rollout_is_seq_std:0.0038844665978103876 - rollout_corr/rollout_is_seq_max:1.0168068408966064 - rollout_corr/rollout_is_seq_min:0.9910759329795837 - rollout_corr/rollout_is_seq_max_deviation:0.016806840896606445 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1143266358412802) - rollout_corr/training_log_ppl:np.float64(0.1076131932422868) - rollout_corr/kl:np.float64(0.006404245840826661) - rollout_corr/k3_kl:np.float64(0.0061661078037786865) - rollout_corr/rollout_ppl:np.float64(1.1071684826165438) - rollout_corr/rollout_log_ppl:np.float64(0.10120894621650223) - rollout_corr/log_ppl_diff:np.float64(0.006404247025784571) - rollout_corr/log_ppl_abs_diff:np.float64(0.006775369874958415) - rollout_corr/log_ppl_diff_max:np.float64(0.02489262819290161) - rollout_corr/log_ppl_diff_min:np.float64(-0.005643531680107117) - rollout_corr/ppl_ratio:np.float64(1.0064418946858495) - rollout_corr/chi2_token:np.float64(0.017294686287641525) - rollout_corr/chi2_seq:np.float64(0.8710188802797347) - actor/pg_loss:np.float64(-0.01623851852491498) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.005119913936141529) - actor/ppo_kl:np.float64(0.0026875986834582477) - actor/pg_clipfrac_lower:np.float64(0.00012095239787868195) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.59375) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.85546875) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.61328125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.61328125) - self_distillation/token_reweight_w_mean:np.float64(83701.77991580754) - self_distillation/token_reweight_w_std:np.float64(1402608.9430522919) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0304822192993015) - self_distillation/token_reweight_w_clip_frac:np.float64(0.05583194983773865) - self_distillation/empty_target_batch:np.float64(0.14453125) - actor/grad_norm:np.float64(0.8403869643807411) - perf/mfu/actor:np.float64(0.06688996185153419) - perf/max_memory_allocated_gb:np.float64(128.96105241775513) - perf/max_memory_reserved_gb:np.float64(135.515625) - perf/cpu_memory_used_gb:np.float64(150.09418106079102) - actor/lr:np.float64(1e-06) - val-aux/sciknoweval/reward/mean@16:np.float64(0.5604166666666667) - val-aux/sciknoweval/reward/std@16:np.float64(0.2299110230779925) - val-aux/sciknoweval/reward/best@2/mean:np.float64(0.6538285714285714) - val-aux/sciknoweval/reward/best@2/std:np.float64(0.19090355840245588) - val-aux/sciknoweval/reward/worst
step:81 - global_seqlen/min:23524 - global_seqlen/max:56206 - global_seqlen/minmax_diff:32682 - global_seqlen/balanced_min:41027 - global_seqlen/balanced_max:44533 - global_seqlen/mean:41629.375 - actor/entropy:0.09223883599042892 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.99184250831604 - training/rollout_probs_diff_mean:0.007791970390826464 - training/rollout_probs_diff_std:0.031910113990306854 - training/rollout_actor_probs_pearson_corr:0.979412317276001 - self_distillation/success_group_fraction:0.78125 - self_distillation/success_sample_fraction:0.76953125 - self_distillation/correct_sample_fraction:0.453125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.76953125 - rollout_corr/rollout_is_mean:0.999980092048645 - rollout_corr/rollout_is_ratio_fraction_high:0.0008377548074349761 - rollout_corr/rollout_is_ratio_fraction_low:0.002438535215333104 - rollout_corr/rollout_is_max:15.837153434753418 - rollout_corr/rollout_is_min:0.00042161293094977736 - rollout_corr/rollout_is_std:0.07130619883537292 - rollout_corr/rollout_is_eff_sample_size:0.9949368406782492 - rollout_corr/rollout_is_seq_mean:0.9998360872268677 - rollout_corr/rollout_is_seq_std:0.003803183324635029 - rollout_corr/rollout_is_seq_max:1.014164924621582 - rollout_corr/rollout_is_seq_min:0.9879001379013062 - rollout_corr/rollout_is_seq_max_deviation:0.014164924621582031 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1220822762697935) - rollout_corr/training_log_ppl:np.float64(0.11452401942733559) - rollout_corr/kl:np.float64(0.007423347004618108) - rollout_corr/k3_kl:np.float64(0.007055858461171738) - rollout_corr/rollout_ppl:np.float64(1.1136988746002316) - rollout_corr/rollout_log_ppl:np.float64(0.10710067237596377) - rollout_corr/log_ppl_diff:np.float64(0.00742334705137182) - rollout_corr/log_ppl_abs_diff:np.float64(0.007860248311772011) - rollout_corr/log_ppl_diff_max:np.float64(0.043153032660484314) - rollout_corr/log_ppl_diff_min:np.float64(-0.010150112211704254) - rollout_corr/ppl_ratio:np.float64(1.0074756490066648) - rollout_corr/chi2_token:np.float64(0.0151228082831949) - rollout_corr/chi2_seq:np.float64(2146.950461114291) - actor/pg_loss:np.float64(-0.026648831088095903) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0071659022687526885) - actor/ppo_kl:np.float64(0.003156675635544559) - actor/pg_clipfrac_lower:np.float64(0.00011490107817735407) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.44140625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.76953125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.453125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.453125) - self_distillation/token_reweight_w_mean:np.float64(158209.4293577068) - self_distillation/token_reweight_w_std:np.float64(2956858.8584222794) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.038421121193096) - self_distillation/token_reweight_w_clip_frac:np.float64(0.07094437431078404) - self_distillation/empty_target_batch:np.float64(0.23046875) - actor/grad_norm:np.float64(1.0284337103366852) - perf/mfu/actor:np.float64(0.06264861199866179) - perf/max_memory_allocated_gb:np.float64(128.96105241775513) - perf/max_memory_reserved_gb:np.float64(135.515625) - perf/cpu_memory_used_gb:np.float64(152.5184326171875) - actor/lr:np.float64(1e-06) - training/global_step:81 - training/epoch:1 - critic/score/mean:0.453125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.453125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.008156801573932171 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/ret
step:82 - global_seqlen/min:21769 - global_seqlen/max:81799 - global_seqlen/minmax_diff:60030 - global_seqlen/balanced_min:42223 - global_seqlen/balanced_max:44352 - global_seqlen/mean:42872.0 - actor/entropy:0.08673886209726334 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9209689497947693 - training/rollout_probs_diff_mean:0.007002023980021477 - training/rollout_probs_diff_std:0.029223941266536713 - training/rollout_actor_probs_pearson_corr:0.9816668033599854 - self_distillation/success_group_fraction:0.71875 - self_distillation/success_sample_fraction:0.71875 - self_distillation/correct_sample_fraction:0.61328125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.71875 - rollout_corr/rollout_is_mean:0.9998176097869873 - rollout_corr/rollout_is_ratio_fraction_high:0.0007021654164418578 - rollout_corr/rollout_is_ratio_fraction_low:0.0020410094875842333 - rollout_corr/rollout_is_max:12.407119750976562 - rollout_corr/rollout_is_min:0.008610358461737633 - rollout_corr/rollout_is_std:0.06721098721027374 - rollout_corr/rollout_is_eff_sample_size:0.995498626423019 - rollout_corr/rollout_is_seq_mean:0.9997401833534241 - rollout_corr/rollout_is_seq_std:0.00393978226929903 - rollout_corr/rollout_is_seq_max:1.0229518413543701 - rollout_corr/rollout_is_seq_min:0.9885378479957581 - rollout_corr/rollout_is_seq_max_deviation:0.022951841354370117 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1169024999253452) - rollout_corr/training_log_ppl:np.float64(0.10987471326370724) - rollout_corr/kl:np.float64(0.009448362966947954) - rollout_corr/k3_kl:np.float64(0.009567694577071961) - rollout_corr/rollout_ppl:np.float64(1.1062047202140093) - rollout_corr/rollout_log_ppl:np.float64(0.10042634967248887) - rollout_corr/log_ppl_diff:np.float64(0.009448363591218367) - rollout_corr/log_ppl_abs_diff:np.float64(0.009801516425795853) - rollout_corr/log_ppl_diff_max:np.float64(0.0914248377084732) - rollout_corr/log_ppl_diff_min:np.float64(-0.007687307894229889) - rollout_corr/ppl_ratio:np.float64(1.0095491544343531) - rollout_corr/chi2_token:np.float64(0.037303702207282186) - rollout_corr/chi2_seq:np.float64(0.16482553095556796) - actor/pg_loss:np.float64(-0.01402046880684793) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.003864113620693388) - actor/ppo_kl:np.float64(0.005512042816178564) - actor/pg_clipfrac_lower:np.float64(8.30900582400318e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.61328125) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.71875) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.61328125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.61328125) - self_distillation/token_reweight_w_mean:np.float64(93155.56460699183) - self_distillation/token_reweight_w_std:np.float64(1651958.8371772766) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0262231773231179) - self_distillation/token_reweight_w_clip_frac:np.float64(0.05015998490853235) - self_distillation/empty_target_batch:np.float64(0.28125) - actor/grad_norm:np.float64(0.7438211515545845) - perf/mfu/actor:np.float64(0.06637856481316026) - perf/max_memory_allocated_gb:np.float64(128.96105241775513) - perf/max_memory_reserved_gb:np.float64(135.515625) - perf/cpu_memory_used_gb:np.float64(150.5224494934082) - actor/lr:np.float64(1e-06) - training/global_step:82 - training/epoch:1 - critic/score/mean:0.61328125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.61328125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.030531007796525955 - critic/advantages/max:0.75 - critic/advantages/min:-0.875 - critic/return
step:83 - global_seqlen/min:26241 - global_seqlen/max:78162 - global_seqlen/minmax_diff:51921 - global_seqlen/balanced_min:46395 - global_seqlen/balanced_max:46984 - global_seqlen/mean:46730.375 - actor/entropy:0.08948399871587753 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9859009981155396 - training/rollout_probs_diff_mean:0.00701572559773922 - training/rollout_probs_diff_std:0.028974849730730057 - training/rollout_actor_probs_pearson_corr:0.9828867316246033 - self_distillation/success_group_fraction:0.78125 - self_distillation/success_sample_fraction:0.76953125 - self_distillation/correct_sample_fraction:0.48828125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.76953125 - rollout_corr/rollout_is_mean:0.9999256134033203 - rollout_corr/rollout_is_ratio_fraction_high:0.0006928491638973355 - rollout_corr/rollout_is_ratio_fraction_low:0.0018969269003719091 - rollout_corr/rollout_is_max:14.904540061950684 - rollout_corr/rollout_is_min:0.00839976966381073 - rollout_corr/rollout_is_std:0.06746325641870499 - rollout_corr/rollout_is_eff_sample_size:0.995466257528202 - rollout_corr/rollout_is_seq_mean:0.9997811317443848 - rollout_corr/rollout_is_seq_std:0.0035973640624433756 - rollout_corr/rollout_is_seq_max:1.0127142667770386 - rollout_corr/rollout_is_seq_min:0.984907329082489 - rollout_corr/rollout_is_seq_max_deviation:0.015092670917510986 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.121795142069459) - rollout_corr/training_log_ppl:np.float64(0.11429449423667393) - rollout_corr/kl:np.float64(0.006035597233434942) - rollout_corr/k3_kl:np.float64(0.005588589580838743) - rollout_corr/rollout_ppl:np.float64(1.1149647678248584) - rollout_corr/rollout_log_ppl:np.float64(0.10825889605621342) - rollout_corr/log_ppl_diff:np.float64(0.006035598180460511) - rollout_corr/log_ppl_abs_diff:np.float64(0.00650375354962307) - rollout_corr/log_ppl_diff_max:np.float64(0.06516067683696747) - rollout_corr/log_ppl_diff_min:np.float64(-0.00866999477148056) - rollout_corr/ppl_ratio:np.float64(1.0060780325438827) - rollout_corr/chi2_token:np.float64(0.011359623866155744) - rollout_corr/chi2_seq:np.float64(0.4108634856529534) - actor/pg_loss:np.float64(-0.019978705677203834) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.005489460086209874) - actor/ppo_kl:np.float64(0.0018156535921425299) - actor/pg_clipfrac_lower:np.float64(0.00013314830130184419) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.4765625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.76953125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.48828125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.48828125) - self_distillation/token_reweight_w_mean:np.float64(137961.45161801414) - self_distillation/token_reweight_w_std:np.float64(2294614.2767510414) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.027678572339937) - self_distillation/token_reweight_w_clip_frac:np.float64(0.050830726395361125) - self_distillation/empty_target_batch:np.float64(0.23046875) - actor/grad_norm:np.float64(0.9299911856651306) - perf/mfu/actor:np.float64(0.06901095713435529) - perf/max_memory_allocated_gb:np.float64(128.96105241775513) - perf/max_memory_reserved_gb:np.float64(135.515625) - perf/cpu_memory_used_gb:np.float64(150.69094467163086) - actor/lr:np.float64(1e-06) - training/global_step:83 - training/epoch:1 - critic/score/mean:0.48828125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.48828125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.006934798322618008 - critic/advantages/max:0.875 - critic/advantages/min:-0.875
step:84 - global_seqlen/min:24660 - global_seqlen/max:78404 - global_seqlen/minmax_diff:53744 - global_seqlen/balanced_min:47703 - global_seqlen/balanced_max:48359 - global_seqlen/mean:48054.5 - actor/entropy:0.08849705755710602 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9985693097114563 - training/rollout_probs_diff_mean:0.006975667085498571 - training/rollout_probs_diff_std:0.029425540938973427 - training/rollout_actor_probs_pearson_corr:0.9822443127632141 - self_distillation/success_group_fraction:0.875 - self_distillation/success_sample_fraction:0.859375 - self_distillation/correct_sample_fraction:0.58203125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.859375 - rollout_corr/rollout_is_mean:0.9999834895133972 - rollout_corr/rollout_is_ratio_fraction_high:0.0006856520194560289 - rollout_corr/rollout_is_ratio_fraction_low:0.0019442461198195815 - rollout_corr/rollout_is_max:20.990446090698242 - rollout_corr/rollout_is_min:1.5350586863860372e-06 - rollout_corr/rollout_is_std:0.06659357994794846 - rollout_corr/rollout_is_eff_sample_size:0.9955822755049324 - rollout_corr/rollout_is_seq_mean:1.0000393390655518 - rollout_corr/rollout_is_seq_std:0.00364421377889812 - rollout_corr/rollout_is_seq_max:1.013932466506958 - rollout_corr/rollout_is_seq_min:0.9870991110801697 - rollout_corr/rollout_is_seq_max_deviation:0.013932466506958008 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.113546353764832) - rollout_corr/training_log_ppl:np.float64(0.1070414559544588) - rollout_corr/kl:np.float64(0.007045621919814948) - rollout_corr/k3_kl:np.float64(0.006492313051921883) - rollout_corr/rollout_ppl:np.float64(1.105650887824595) - rollout_corr/rollout_log_ppl:np.float64(0.09999583281751256) - rollout_corr/log_ppl_diff:np.float64(0.007045623136946233) - rollout_corr/log_ppl_abs_diff:np.float64(0.007427807129715802) - rollout_corr/log_ppl_diff_max:np.float64(0.050437942147254944) - rollout_corr/log_ppl_diff_min:np.float64(-0.0077746957540512085) - rollout_corr/ppl_ratio:np.float64(1.0070988375227898) - rollout_corr/chi2_token:np.float64(0.013338960474357009) - rollout_corr/chi2_seq:np.float64(5.497122643515468) - actor/pg_loss:np.float64(-0.021058192010968924) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.005123788071614399) - actor/ppo_kl:np.float64(0.0031733212520066445) - actor/pg_clipfrac_lower:np.float64(0.00012717614504254016) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.56640625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.859375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.58203125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.58203125) - self_distillation/token_reweight_w_mean:np.float64(140196.34615748934) - self_distillation/token_reweight_w_std:np.float64(2607331.6337299347) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.03314597485587) - self_distillation/token_reweight_w_clip_frac:np.float64(0.06090230296831578) - self_distillation/empty_target_batch:np.float64(0.140625) - actor/grad_norm:np.float64(0.9892147928476334) - perf/mfu/actor:np.float64(0.0719062498331196) - perf/max_memory_allocated_gb:np.float64(128.96105241775513) - perf/max_memory_reserved_gb:np.float64(135.515625) - perf/cpu_memory_used_gb:np.float64(150.39191436767578) - actor/lr:np.float64(1e-06) - training/global_step:84 - training/epoch:1 - critic/score/mean:0.58203125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.58203125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.014638201333582401 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/
step:85 - global_seqlen/min:32228 - global_seqlen/max:50890 - global_seqlen/minmax_diff:18662 - global_seqlen/balanced_min:43136 - global_seqlen/balanced_max:46941 - global_seqlen/mean:43658.75 - actor/entropy:0.09014842659235 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9472538828849792 - training/rollout_probs_diff_mean:0.008023806847631931 - training/rollout_probs_diff_std:0.03290536254644394 - training/rollout_actor_probs_pearson_corr:0.9776924848556519 - self_distillation/success_group_fraction:0.8125 - self_distillation/success_sample_fraction:0.8125 - self_distillation/correct_sample_fraction:0.6484375 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.8125 - rollout_corr/rollout_is_mean:0.9996995329856873 - rollout_corr/rollout_is_ratio_fraction_high:0.0009063621400855482 - rollout_corr/rollout_is_ratio_fraction_low:0.0028695352375507355 - rollout_corr/rollout_is_max:24.25830078125 - rollout_corr/rollout_is_min:0.0010449036490172148 - rollout_corr/rollout_is_std:0.07321207225322723 - rollout_corr/rollout_is_eff_sample_size:0.9946611389586031 - rollout_corr/rollout_is_seq_mean:0.9997197985649109 - rollout_corr/rollout_is_seq_std:0.00399641552940011 - rollout_corr/rollout_is_seq_max:1.0244829654693604 - rollout_corr/rollout_is_seq_min:0.9884976744651794 - rollout_corr/rollout_is_seq_max_deviation:0.02448296546936035 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1121001220308244) - rollout_corr/training_log_ppl:np.float64(0.10580349493829999) - rollout_corr/kl:np.float64(0.007337592227148804) - rollout_corr/k3_kl:np.float64(0.007100761152287305) - rollout_corr/rollout_ppl:np.float64(1.1039209039881825) - rollout_corr/rollout_log_ppl:np.float64(0.09846590222150553) - rollout_corr/log_ppl_diff:np.float64(0.007337592716794461) - rollout_corr/log_ppl_abs_diff:np.float64(0.007559902791399509) - rollout_corr/log_ppl_diff_max:np.float64(0.03807246685028076) - rollout_corr/log_ppl_diff_min:np.float64(-0.008144393563270569) - rollout_corr/ppl_ratio:np.float64(1.0073823858983815) - rollout_corr/chi2_token:np.float64(0.021482786862179637) - rollout_corr/chi2_seq:np.float64(0.0409726828802377) - actor/pg_loss:np.float64(-0.019122688798233867) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.003490287807835557) - actor/ppo_kl:np.float64(0.0026244731342441874) - actor/pg_clipfrac_lower:np.float64(8.941926239458553e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.6484375) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.8125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.6484375) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.6484375) - self_distillation/token_reweight_w_mean:np.float64(59782.62567269546) - self_distillation/token_reweight_w_std:np.float64(1440487.9137763977) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0272557267453521) - self_distillation/token_reweight_w_clip_frac:np.float64(0.049347979365848005) - self_distillation/empty_target_batch:np.float64(0.1875) - actor/grad_norm:np.float64(0.7656992375850677) - perf/mfu/actor:np.float64(0.06791348211588634) - perf/max_memory_allocated_gb:np.float64(128.96105241775513) - perf/max_memory_reserved_gb:np.float64(135.515625) - perf/cpu_memory_used_gb:np.float64(150.25834274291992) - actor/lr:np.float64(1e-06) - training/global_step:85 - training/epoch:1 - critic/score/mean:0.6484375 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.6484375 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.0060541871935129166 - critic/advantages/max:0.75 - critic/advantages/min:-0.875 - critic/returns/mean:0.006
step:86 - global_seqlen/min:27467 - global_seqlen/max:69480 - global_seqlen/minmax_diff:42013 - global_seqlen/balanced_min:42801 - global_seqlen/balanced_max:43158 - global_seqlen/mean:43025.625 - actor/entropy:0.09626861661672592 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.933164119720459 - training/rollout_probs_diff_mean:0.007999546825885773 - training/rollout_probs_diff_std:0.03208417817950249 - training/rollout_actor_probs_pearson_corr:0.9798990488052368 - self_distillation/success_group_fraction:0.6875 - self_distillation/success_sample_fraction:0.6796875 - self_distillation/correct_sample_fraction:0.4375 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.6796875 - rollout_corr/rollout_is_mean:0.9999902844429016 - rollout_corr/rollout_is_ratio_fraction_high:0.0008931283955462277 - rollout_corr/rollout_is_ratio_fraction_low:0.0025256499648094177 - rollout_corr/rollout_is_max:9.687783241271973 - rollout_corr/rollout_is_min:0.0071210660971701145 - rollout_corr/rollout_is_std:0.07287465035915375 - rollout_corr/rollout_is_eff_sample_size:0.9947144506071374 - rollout_corr/rollout_is_seq_mean:0.9999940395355225 - rollout_corr/rollout_is_seq_std:0.0043502263724803925 - rollout_corr/rollout_is_seq_max:1.0326576232910156 - rollout_corr/rollout_is_seq_min:0.9878912568092346 - rollout_corr/rollout_is_seq_max_deviation:0.032657623291015625 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.12163896439597) - rollout_corr/training_log_ppl:np.float64(0.11425632222380955) - rollout_corr/kl:np.float64(0.007312772208386775) - rollout_corr/k3_kl:np.float64(0.007094277517808223) - rollout_corr/rollout_ppl:np.float64(1.1134026343934238) - rollout_corr/rollout_log_ppl:np.float64(0.10694354854058474) - rollout_corr/log_ppl_diff:np.float64(0.007312773683224805) - rollout_corr/log_ppl_abs_diff:np.float64(0.007637113812961616) - rollout_corr/log_ppl_diff_max:np.float64(0.05310371518135071) - rollout_corr/log_ppl_diff_min:np.float64(-0.008922278881072998) - rollout_corr/ppl_ratio:np.float64(1.0073653601575643) - rollout_corr/chi2_token:np.float64(0.017165724653750658) - rollout_corr/chi2_seq:np.float64(27.93257984961383) - actor/pg_loss:np.float64(-0.022774709737859666) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0055434566124858975) - actor/ppo_kl:np.float64(0.0029677832054826325) - actor/pg_clipfrac_lower:np.float64(8.677799888801019e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.4296875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.6796875) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.4375) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.4375) - self_distillation/token_reweight_w_mean:np.float64(107538.94022107054) - self_distillation/token_reweight_w_std:np.float64(2447298.711463928) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0357405340764672) - self_distillation/token_reweight_w_clip_frac:np.float64(0.0641651670448482) - self_distillation/empty_target_batch:np.float64(0.3203125) - actor/grad_norm:np.float64(0.9268069863319397) - perf/mfu/actor:np.float64(0.0668017586194943) - perf/max_memory_allocated_gb:np.float64(128.96105241775513) - perf/max_memory_reserved_gb:np.float64(135.515625) - perf/cpu_memory_used_gb:np.float64(150.2613983154297) - actor/lr:np.float64(1e-06) - training/global_step:86 - training/epoch:1 - critic/score/mean:0.4375 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.4375 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.004617089405655861 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:0.004
step:87 - global_seqlen/min:28443 - global_seqlen/max:85618 - global_seqlen/minmax_diff:57175 - global_seqlen/balanced_min:49238 - global_seqlen/balanced_max:49792 - global_seqlen/mean:49643.0 - actor/entropy:0.08956721425056458 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.8753340244293213 - training/rollout_probs_diff_mean:0.007847907021641731 - training/rollout_probs_diff_std:0.03210285305976868 - training/rollout_actor_probs_pearson_corr:0.9788374900817871 - self_distillation/success_group_fraction:0.75 - self_distillation/success_sample_fraction:0.7265625 - self_distillation/correct_sample_fraction:0.3984375 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.7265625 - rollout_corr/rollout_is_mean:0.9998705387115479 - rollout_corr/rollout_is_ratio_fraction_high:0.0009268936119042337 - rollout_corr/rollout_is_ratio_fraction_low:0.002522519091144204 - rollout_corr/rollout_is_max:23.16718101501465 - rollout_corr/rollout_is_min:0.0014304474461823702 - rollout_corr/rollout_is_std:0.07249661535024643 - rollout_corr/rollout_is_eff_sample_size:0.9947669422157954 - rollout_corr/rollout_is_seq_mean:1.0000157356262207 - rollout_corr/rollout_is_seq_std:0.004714015871286392 - rollout_corr/rollout_is_seq_max:1.0378738641738892 - rollout_corr/rollout_is_seq_min:0.9867705702781677 - rollout_corr/rollout_is_seq_max_deviation:0.03787386417388916 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1179121993482113) - rollout_corr/training_log_ppl:np.float64(0.11095843958901241) - rollout_corr/kl:np.float64(0.007194327654701738) - rollout_corr/k3_kl:np.float64(0.007060528358124429) - rollout_corr/rollout_ppl:np.float64(1.1098271342925727) - rollout_corr/rollout_log_ppl:np.float64(0.10376411039032973) - rollout_corr/log_ppl_diff:np.float64(0.007194329198682681) - rollout_corr/log_ppl_abs_diff:np.float64(0.007402150600682944) - rollout_corr/log_ppl_diff_max:np.float64(0.05390440672636032) - rollout_corr/log_ppl_diff_min:np.float64(-0.008872903883457184) - rollout_corr/ppl_ratio:np.float64(1.0072441818192601) - rollout_corr/chi2_token:np.float64(0.022883991012349725) - rollout_corr/chi2_seq:np.float64(1335.1125308084302) - actor/pg_loss:np.float64(-0.018828093772754073) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.006263931299145042) - actor/ppo_kl:np.float64(0.0024875568524720393) - actor/pg_clipfrac_lower:np.float64(0.00019518361364134762) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.375) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.7265625) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.3984375) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.3984375) - self_distillation/token_reweight_w_mean:np.float64(92896.5430761564) - self_distillation/token_reweight_w_std:np.float64(2086663.8799381256) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0247112929355353) - self_distillation/token_reweight_w_clip_frac:np.float64(0.04482409046613611) - self_distillation/empty_target_batch:np.float64(0.2734375) - actor/grad_norm:np.float64(1.1598862409591675) - perf/mfu/actor:np.float64(0.071720483302315) - perf/max_memory_allocated_gb:np.float64(130.36408233642578) - perf/max_memory_reserved_gb:np.float64(136.943359375) - perf/cpu_memory_used_gb:np.float64(150.60673904418945) - actor/lr:np.float64(1e-06) - training/global_step:87 - training/epoch:1 - critic/score/mean:0.3984375 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.3984375 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.0019956983160227537 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/return
step:88 - global_seqlen/min:35075 - global_seqlen/max:52567 - global_seqlen/minmax_diff:17492 - global_seqlen/balanced_min:41742 - global_seqlen/balanced_max:41938 - global_seqlen/mean:41823.0 - actor/entropy:0.09147584438323975 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9374277591705322 - training/rollout_probs_diff_mean:0.0081332391127944 - training/rollout_probs_diff_std:0.032813530415296555 - training/rollout_actor_probs_pearson_corr:0.978019118309021 - self_distillation/success_group_fraction:0.8125 - self_distillation/success_sample_fraction:0.79296875 - self_distillation/correct_sample_fraction:0.53515625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.79296875 - rollout_corr/rollout_is_mean:0.9999590516090393 - rollout_corr/rollout_is_ratio_fraction_high:0.00097077147802338 - rollout_corr/rollout_is_ratio_fraction_low:0.0026752655394375324 - rollout_corr/rollout_is_max:31.35420036315918 - rollout_corr/rollout_is_min:0.0020507173612713814 - rollout_corr/rollout_is_std:0.0740724429488182 - rollout_corr/rollout_is_eff_sample_size:0.9945376713120508 - rollout_corr/rollout_is_seq_mean:0.9999032020568848 - rollout_corr/rollout_is_seq_std:0.004365533124655485 - rollout_corr/rollout_is_seq_max:1.019696831703186 - rollout_corr/rollout_is_seq_min:0.9803644418716431 - rollout_corr/rollout_is_seq_max_deviation:0.019696831703186035 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.112107207532972) - rollout_corr/training_log_ppl:np.float64(0.10587261052569374) - rollout_corr/kl:np.float64(0.005917683765403581) - rollout_corr/k3_kl:np.float64(0.00579364636041646) - rollout_corr/rollout_ppl:np.float64(1.1055021593347192) - rollout_corr/rollout_log_ppl:np.float64(0.09995492523739813) - rollout_corr/log_ppl_diff:np.float64(0.0059176852882956155) - rollout_corr/log_ppl_abs_diff:np.float64(0.0063142778890323825) - rollout_corr/log_ppl_diff_max:np.float64(0.04137061536312103) - rollout_corr/log_ppl_diff_min:np.float64(-0.010931380093097687) - rollout_corr/ppl_ratio:np.float64(1.0059506623074412) - rollout_corr/chi2_token:np.float64(0.013911117566749454) - rollout_corr/chi2_seq:np.float64(0.5722474458161741) - actor/pg_loss:np.float64(-0.01637838257011026) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.005279549286569818) - actor/ppo_kl:np.float64(0.0016375279500309148) - actor/pg_clipfrac_lower:np.float64(7.55435560222395e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.515625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.79296875) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.53515625) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.53515625) - self_distillation/token_reweight_w_mean:np.float64(89224.6904480441) - self_distillation/token_reweight_w_std:np.float64(1959517.2797927856) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0286755117122084) - self_distillation/token_reweight_w_clip_frac:np.float64(0.05185704311588779) - self_distillation/empty_target_batch:np.float64(0.20703125) - actor/grad_norm:np.float64(0.7752183899283409) - perf/mfu/actor:np.float64(0.06467427113833832) - perf/max_memory_allocated_gb:np.float64(130.36408233642578) - perf/max_memory_reserved_gb:np.float64(136.943359375) - perf/cpu_memory_used_gb:np.float64(150.30255889892578) - actor/lr:np.float64(1e-06) - training/global_step:88 - training/epoch:1 - critic/score/mean:0.53515625 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.53515625 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.02235032059252262 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic
step:89 - global_seqlen/min:38447 - global_seqlen/max:76616 - global_seqlen/minmax_diff:38169 - global_seqlen/balanced_min:52544 - global_seqlen/balanced_max:52940 - global_seqlen/mean:52750.875 - actor/entropy:0.08868973702192307 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9051100611686707 - training/rollout_probs_diff_mean:0.007351054809987545 - training/rollout_probs_diff_std:0.030397851020097733 - training/rollout_actor_probs_pearson_corr:0.9808040857315063 - self_distillation/success_group_fraction:0.8125 - self_distillation/success_sample_fraction:0.8046875 - self_distillation/correct_sample_fraction:0.5625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.8046875 - rollout_corr/rollout_is_mean:0.9999551177024841 - rollout_corr/rollout_is_ratio_fraction_high:0.0007685156306251884 - rollout_corr/rollout_is_ratio_fraction_low:0.0023458434734493494 - rollout_corr/rollout_is_max:14.320832252502441 - rollout_corr/rollout_is_min:0.00013146467972546816 - rollout_corr/rollout_is_std:0.06892898678779602 - rollout_corr/rollout_is_eff_sample_size:0.9952681915740542 - rollout_corr/rollout_is_seq_mean:0.9996935725212097 - rollout_corr/rollout_is_seq_std:0.0032257563434541225 - rollout_corr/rollout_is_seq_max:1.0135034322738647 - rollout_corr/rollout_is_seq_min:0.9899178743362427 - rollout_corr/rollout_is_seq_max_deviation:0.013503432273864746 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.111754646524787) - rollout_corr/training_log_ppl:np.float64(0.10557919289567508) - rollout_corr/kl:np.float64(0.006419590790088137) - rollout_corr/k3_kl:np.float64(0.0058589587761161965) - rollout_corr/rollout_ppl:np.float64(1.1045907540246844) - rollout_corr/rollout_log_ppl:np.float64(0.09915960211219499) - rollout_corr/log_ppl_diff:np.float64(0.006419590783480089) - rollout_corr/log_ppl_abs_diff:np.float64(0.006476105241745245) - rollout_corr/log_ppl_diff_max:np.float64(0.03248661756515503) - rollout_corr/log_ppl_diff_min:np.float64(-0.0017566755414009094) - rollout_corr/ppl_ratio:np.float64(1.0064542288891971) - rollout_corr/chi2_token:np.float64(0.011921111261472106) - rollout_corr/chi2_seq:np.float64(-0.5317257416900247) - actor/pg_loss:np.float64(-0.02611911087296903) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.005284988343191799) - actor/ppo_kl:np.float64(0.0019594461696677) - actor/pg_clipfrac_lower:np.float64(7.59926211912898e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.5546875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.8046875) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.5625) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.5625) - self_distillation/token_reweight_w_mean:np.float64(156416.3878060414) - self_distillation/token_reweight_w_std:np.float64(2869797.6011629105) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0450972283724695) - self_distillation/token_reweight_w_clip_frac:np.float64(0.08242092846194282) - self_distillation/empty_target_batch:np.float64(0.1953125) - actor/grad_norm:np.float64(0.8991024643182755) - perf/mfu/actor:np.float64(0.07212407641215995) - perf/max_memory_allocated_gb:np.float64(130.36408233642578) - perf/max_memory_reserved_gb:np.float64(136.943359375) - perf/cpu_memory_used_gb:np.float64(150.3033676147461) - actor/lr:np.float64(1e-06) - training/global_step:89 - training/epoch:1 - critic/score/mean:0.5625 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.5625 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.0007314570248126984 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/
test_gen_batch meta info: {'eos_token_id': 151645, 'pad_token_id': 151643, 'recompute_log_prob': False, 'do_sample': True, 'validate': True, 'global_steps': 90}
validation generation end
[prompt] system

Given a question and four options, please select the right answer. Respond in the following format:
<reasoning>
...
</reasoning>
<answer>
...
</answer>

For the answer, only output the letter corresponding to the correct option (A, B, C, or D), and nothing else. Do not restate the answer text. For example, if the answer is "A", just output:
<answer>
A
</answer>

user
Which of the following molecules is the only correct reactant used in the synthesis of the product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1" ?

A: O=C1c2ccccc2C(=O)N1c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1
B: O=C1c2ccccc2C(Cl)N1c1ccc2ccc(Cl)nc2n1
C: O=C1c2ccccc2C(=O)N1Cc1ccc(Oc2ccc(Cl)c(C(F)(F)F)c2)cc1
D: O=C1c2ccccc2C(=O)N1CC=C(Cc1ccccc1)C(F)(F)F
Please reason step by step.
assistant
<think>

</think>


[response] <reasoning>
This is a complex organic chemistry question about reaction synthesis. Let's analyze what we're looking for:

We need to find which reactant (among the four options) is the correct reactant used in the synthesis of the product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1"

First, let's try to understand the structure of the product:

The product appears to be an amine (because of the "n" in Nc1ccn... structure). The structure can be broken down as:

N-C(=O)-C(Cc2ccc(Cl)cc2C(F)(F)F)n1

Wait, actually looking at the structure again: "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1"

This seems to be an amine group (the "n" suggests an amine) with some substituent groups. The key part is the substituent "Cc2ccc(Cl)cc2C(F)(F)F" which seems to be a benzene ring (ccc) with some substituents:

- A chloro group (Cl) on the benzene ring
- A trifluoromethyl group (C(F)(F)F) attached to the benzene ring
- The entire benzene ring is attached to an CH group (the "C" in Cc2...)

So the product has a benzene ring with chlorine and trifluoromethyl groups, attached to an amine group.

Now we need to look at the options and see which reactant would synthesize this product.

All four options are complex organic structures that look like they might be intermediates or reactants in some synthesis. We need to figure out which one would logically be a reactant that could lead to the given product.

Let's analyze each option:

Option A: O=C1c2ccccc2C(=O)N1c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1

This structure seems to be an amide (because of the "C(=O)N") with some aromatic rings. The part "c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1" looks similar to the product's structure. In fact, this structure seems very similar to the product itself. Instead of starting with "Nc1..." it starts with "c1ccn..." which is similar but not exactly the same. This might actually be the product itself rather than a reactant. If this is the product, then it would not be a reactant in its own synthesis.

Option B: O=C1c2ccccc2C(Cl)N1c1ccc2ccc(Cl)nc2n1

This structure has a chloro group (C(Cl)) on the aromatic ring, and some amine groups. The "c1ccc2ccc(Cl)nc2n1" part suggests some amino group functionality. This might be a possible reactant, but it doesn't seem to have the trifluoromethyl group (C(F)(F)F) that's in the product.

Option C: O=C1c2ccccc2C(=O)N1Cc1ccc(Oc2ccc(Cl)c(C(F)(F)F)c2)cc1

This structure has several features:
- Amino group (because of the "N")
- Aromatic benzene ring (ccc)
- An oxygen group (O) attached to a benzene ring
- A chloro group (Cl) on a benzene ring
- A trifluoromethyl group (C(F)(F)F) attached to another benzene ring

This seems like it might be a more complex intermediate that could potentially synthesize the product, but it's not obviously directly related in structure to the product.

Option D: O=C1c2ccccc2C(=O)N1CC=C(Cc1ccccc1)C(F)(F)F

This structure has:
- Amide group (C(=O)N)
- Aromatic benzene ring (ccc)
- A double bond (CC=)
- A trifluoromethyl group (C(F)(F)F)

This might be a possible reactant, but again it's not obviously directly related to the product structure.

Looking at the product structure again: "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1"

This seems to be an amine group (the "n") attached to a chain that has a group "Cc2ccc(Cl)cc2C(F)(F)F". The "Cc2..." suggests a CH group attached to a benzene ring (because of the ccc pattern). The benzene ring has a Cl and a C(F)(F)F group.

Looking at the options, we need to find which structure would logically be a reactant that could lead to this product through some synthesis.

Option A seems most similar to the product itself (since it has the same structural features). If this is the product, then it wouldn't be a reactant in its own synthesis. But maybe it's an intermediate that's part of the synthesis pathway.

Looking at the structure of option A: O=C1c2ccccc2C(=O)N1c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1

This seems to be an amide (because of the C(=O)N) where the N is attached to a chain that has the same substituent pattern as the product. The product has an amine (the "n" in Nc1...), while this structure has an amide (the C(=O)N). So this might be an intermediate that could be converted into the product through some reaction (maybe reduction of the amide to an amine).

If this is an intermediate in the synthesis, then it could be a reactant in the synthesis of the product.

The other options don't have the exact same substituent pattern (the Cl and C(F)(F)F on the benzene ring). Option B has a Cl but not the trifluoromethyl group. Option C has some of these groups but in a more complex arrangement. Option D has the trifluoromethyl group but not the Cl.

Since the product has both Cl and C(F)(F)F groups on the benzene ring, we need a reactant that has these groups. Option A is the only one that seems to have both these groups in the same positional relationship as the product.

Therefore, option A seems to be the most likely correct answer - it's the only option that has the same key substituent groups (Cl and C(F)(F)F) on the benzene ring as the product. Even though it's an amide instead of an amine, it could potentially be converted into the product through some reaction (like reduction of the amide to an amine).

So I believe the correct answer is A.
</reasoning>
<answer>
A
</answer>
[ground_truth] A
[score] 1.0
[acc] 1.0
[pred] A
[incorrect_format] 1
[feedback]
local_global_step_folder: /mnt/mole/SDPO/L2T/checkpoints/datasets/sciknoweval/chemistry/qwen3gen-chemistry-RLRT_TR-Qwen-Qwen3-4B-mbs8-tr0.1-decay0-train32-rollout8-lr1e-6-vllm0.8-epsw0.5/global_step_90
step:90 - global_seqlen/min:31344 - global_seqlen/max:121129 - global_seqlen/minmax_diff:89785 - global_seqlen/balanced_min:60703 - global_seqlen/balanced_max:61059 - global_seqlen/mean:60874.75 - actor/entropy:0.08285103738307953 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9343199133872986 - training/rollout_probs_diff_mean:0.007025088183581829 - training/rollout_probs_diff_std:0.02996600791811943 - training/rollout_actor_probs_pearson_corr:0.9800043702125549 - self_distillation/success_group_fraction:0.78125 - self_distillation/success_sample_fraction:0.77734375 - self_distillation/correct_sample_fraction:0.51953125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.77734375 - rollout_corr/rollout_is_mean:0.9999172687530518 - rollout_corr/rollout_is_ratio_fraction_high:0.0007646767189726233 - rollout_corr/rollout_is_ratio_fraction_low:0.002361360238865018 - rollout_corr/rollout_is_max:19.518999099731445 - rollout_corr/rollout_is_min:0.000278264022199437 - rollout_corr/rollout_is_std:0.0681174248456955 - rollout_corr/rollout_is_eff_sample_size:0.9953783759635206 - rollout_corr/rollout_is_seq_mean:1.0000128746032715 - rollout_corr/rollout_is_seq_std:0.003503173589706421 - rollout_corr/rollout_is_seq_max:1.0197622776031494 - rollout_corr/rollout_is_seq_min:0.9890676736831665 - rollout_corr/rollout_is_seq_max_deviation:0.019762277603149414 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1081919483840466) - rollout_corr/training_log_ppl:np.float64(0.10228472902963404) - rollout_corr/kl:np.float64(0.005089408834637599) - rollout_corr/k3_kl:np.float64(0.0049646325412595615) - rollout_corr/rollout_ppl:np.float64(1.1025385488756) - rollout_corr/rollout_log_ppl:np.float64(0.09719531929295044) - rollout_corr/log_ppl_diff:np.float64(0.005089409736683592) - rollout_corr/log_ppl_abs_diff:np.float64(0.005472749151522294) - rollout_corr/log_ppl_diff_max:np.float64(0.021740533411502838) - rollout_corr/log_ppl_diff_min:np.float64(-0.012115053832530975) - rollout_corr/ppl_ratio:np.float64(1.0051122403237969) - rollout_corr/chi2_token:np.float64(0.010518608381971717) - rollout_corr/chi2_seq:np.float64(6.207831818377599) - actor/pg_loss:np.float64(-0.023849999764934182) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.004553939640572935) - actor/ppo_kl:np.float64(0.0009742329522435256) - actor/pg_clipfrac_lower:np.float64(5.869248491308099e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.515625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.77734375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.51953125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.51953125) - self_distillation/token_reweight_w_mean:np.float64(113899.09079456097) - self_distillation/token_reweight_w_std:np.float64(2574097.09564209) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0298455017618835) - self_distillation/token_reweight_w_clip_frac:np.float64(0.05362047191010788) - self_distillation/empty_target_batch:np.float64(0.22265625) - actor/grad_norm:np.float64(0.807454451918602) - perf/mfu/actor:np.float64(0.07922766401431541) - perf/max_memory_allocated_gb:np.float64(130.36408233642578) - perf/max_memory_reserved_gb:np.float64(136.943359375) - perf/cpu_memory_used_gb:np.float64(150.36722946166992) - actor/lr:np.float64(1e-06) - val-aux/sciknoweval/reward/mean@16:np.float64(0.5764880952380952) - val-aux/sciknoweval/reward/std@16:np.float64(0.23890541058188833) - val-aux/sciknoweval/reward/best@2/mean:np.float64(0.6738) - val-aux/sciknoweval/reward/best@2/std:np.float64(0.19514168211477995) - val-aux/sciknoweval/reward/worst@2/mean:np.
step:91 - global_seqlen/min:35495 - global_seqlen/max:92382 - global_seqlen/minmax_diff:56887 - global_seqlen/balanced_min:57445 - global_seqlen/balanced_max:57639 - global_seqlen/mean:57570.75 - actor/entropy:0.09078582376241684 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9832545518875122 - training/rollout_probs_diff_mean:0.007774514611810446 - training/rollout_probs_diff_std:0.031399231404066086 - training/rollout_actor_probs_pearson_corr:0.9795429706573486 - self_distillation/success_group_fraction:0.8125 - self_distillation/success_sample_fraction:0.7890625 - self_distillation/correct_sample_fraction:0.45703125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.7890625 - rollout_corr/rollout_is_mean:0.9999948143959045 - rollout_corr/rollout_is_ratio_fraction_high:0.0008184488979168236 - rollout_corr/rollout_is_ratio_fraction_low:0.0023081807885318995 - rollout_corr/rollout_is_max:15.13659954071045 - rollout_corr/rollout_is_min:2.421731153390283e-07 - rollout_corr/rollout_is_std:0.07098659127950668 - rollout_corr/rollout_is_eff_sample_size:0.9949813306258392 - rollout_corr/rollout_is_seq_mean:0.9998680353164673 - rollout_corr/rollout_is_seq_std:0.0036145164631307125 - rollout_corr/rollout_is_seq_max:1.0153119564056396 - rollout_corr/rollout_is_seq_min:0.9903154373168945 - rollout_corr/rollout_is_seq_max_deviation:0.015311956405639648 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1102825468406081) - rollout_corr/training_log_ppl:np.float64(0.10431749808776658) - rollout_corr/kl:np.float64(0.006274269892539763) - rollout_corr/k3_kl:np.float64(0.005729221760702785) - rollout_corr/rollout_ppl:np.float64(1.1032955911941826) - rollout_corr/rollout_log_ppl:np.float64(0.09804322748095728) - rollout_corr/log_ppl_diff:np.float64(0.006274270606809296) - rollout_corr/log_ppl_abs_diff:np.float64(0.006386536129866727) - rollout_corr/log_ppl_diff_max:np.float64(0.029324524104595184) - rollout_corr/log_ppl_diff_min:np.float64(-0.004617705941200256) - rollout_corr/ppl_ratio:np.float64(1.0063079439569265) - rollout_corr/chi2_token:np.float64(0.012090648291632533) - rollout_corr/chi2_seq:np.float64(-0.3494485339615494) - actor/pg_loss:np.float64(-0.021860946202650666) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.006002698175507248) - actor/ppo_kl:np.float64(0.001791392708170747) - actor/pg_clipfrac_lower:np.float64(0.0001239083205177849) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.43359375) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.7890625) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.45703125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.45703125) - self_distillation/token_reweight_w_mean:np.float64(88759.91628151922) - self_distillation/token_reweight_w_std:np.float64(2035164.2763614655) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0319291942287236) - self_distillation/token_reweight_w_clip_frac:np.float64(0.05751711898483336) - self_distillation/empty_target_batch:np.float64(0.2109375) - actor/grad_norm:np.float64(0.8340565115213394) - perf/mfu/actor:np.float64(0.08048259989232849) - perf/max_memory_allocated_gb:np.float64(130.36408233642578) - perf/max_memory_reserved_gb:np.float64(136.943359375) - perf/cpu_memory_used_gb:np.float64(152.48684692382812) - actor/lr:np.float64(1e-06) - training/global_step:91 - training/epoch:1 - critic/score/mean:0.45703125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.45703125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.018285684287548065 - critic/advantages/max:0.875 - critic/advantages/min:-0
step:92 - global_seqlen/min:35894 - global_seqlen/max:75428 - global_seqlen/minmax_diff:39534 - global_seqlen/balanced_min:53027 - global_seqlen/balanced_max:53659 - global_seqlen/mean:53438.75 - actor/entropy:0.09041882306337357 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9494014382362366 - training/rollout_probs_diff_mean:0.007928071543574333 - training/rollout_probs_diff_std:0.03271801397204399 - training/rollout_actor_probs_pearson_corr:0.9782436490058899 - self_distillation/success_group_fraction:0.78125 - self_distillation/success_sample_fraction:0.765625 - self_distillation/correct_sample_fraction:0.546875 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.765625 - rollout_corr/rollout_is_mean:0.9996899962425232 - rollout_corr/rollout_is_ratio_fraction_high:0.000839196378365159 - rollout_corr/rollout_is_ratio_fraction_low:0.0027577632572501898 - rollout_corr/rollout_is_max:25.51980972290039 - rollout_corr/rollout_is_min:3.5375545849092305e-05 - rollout_corr/rollout_is_std:0.07246207445859909 - rollout_corr/rollout_is_eff_sample_size:0.9947701272781823 - rollout_corr/rollout_is_seq_mean:0.999680757522583 - rollout_corr/rollout_is_seq_std:0.0037986580282449722 - rollout_corr/rollout_is_seq_max:1.0286107063293457 - rollout_corr/rollout_is_seq_min:0.9907515048980713 - rollout_corr/rollout_is_seq_max_deviation:0.028610706329345703 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1141996746882796) - rollout_corr/training_log_ppl:np.float64(0.10762352954770904) - rollout_corr/kl:np.float64(0.006962378501725652) - rollout_corr/k3_kl:np.float64(0.006554707480518118) - rollout_corr/rollout_ppl:np.float64(1.106426928192377) - rollout_corr/rollout_log_ppl:np.float64(0.10066115014342358) - rollout_corr/log_ppl_diff:np.float64(0.006962379404285457) - rollout_corr/log_ppl_abs_diff:np.float64(0.0070976067436276935) - rollout_corr/log_ppl_diff_max:np.float64(0.04001115262508392) - rollout_corr/log_ppl_diff_min:np.float64(-0.002874337136745453) - rollout_corr/ppl_ratio:np.float64(1.0070037441328168) - rollout_corr/chi2_token:np.float64(0.015426309080794454) - rollout_corr/chi2_seq:np.float64(0.9537025538738817) - actor/pg_loss:np.float64(-0.016141264932230115) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0048424672368128086) - actor/ppo_kl:np.float64(0.0020868972948733244) - actor/pg_clipfrac_lower:np.float64(8.348010379677362e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.53125) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.765625) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.546875) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.546875) - self_distillation/token_reweight_w_mean:np.float64(42755.20803451282) - self_distillation/token_reweight_w_std:np.float64(1130975.7435112) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0265806301031262) - self_distillation/token_reweight_w_clip_frac:np.float64(0.047573016374371946) - self_distillation/empty_target_batch:np.float64(0.234375) - actor/grad_norm:np.float64(0.81770358979702) - perf/mfu/actor:np.float64(0.075183537227408) - perf/max_memory_allocated_gb:np.float64(130.36408233642578) - perf/max_memory_reserved_gb:np.float64(136.943359375) - perf/cpu_memory_used_gb:np.float64(150.80812454223633) - actor/lr:np.float64(1e-06) - training/global_step:92 - training/epoch:1 - critic/score/mean:0.546875 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.546875 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.012759599834680557 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mea
step:93 - global_seqlen/min:39441 - global_seqlen/max:85814 - global_seqlen/minmax_diff:46373 - global_seqlen/balanced_min:53097 - global_seqlen/balanced_max:55409 - global_seqlen/mean:53699.75 - actor/entropy:0.09259015321731567 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9154841303825378 - training/rollout_probs_diff_mean:0.008086997084319592 - training/rollout_probs_diff_std:0.03244798630475998 - training/rollout_actor_probs_pearson_corr:0.9789631366729736 - self_distillation/success_group_fraction:1.0 - self_distillation/success_sample_fraction:0.984375 - self_distillation/correct_sample_fraction:0.6875 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.984375 - rollout_corr/rollout_is_mean:0.999957263469696 - rollout_corr/rollout_is_ratio_fraction_high:0.0008910238975659013 - rollout_corr/rollout_is_ratio_fraction_low:0.0026952088810503483 - rollout_corr/rollout_is_max:31.131643295288086 - rollout_corr/rollout_is_min:0.0012927749194204807 - rollout_corr/rollout_is_std:0.07373370230197906 - rollout_corr/rollout_is_eff_sample_size:0.9945890829588185 - rollout_corr/rollout_is_seq_mean:1.0000666379928589 - rollout_corr/rollout_is_seq_std:0.004276252817362547 - rollout_corr/rollout_is_seq_max:1.0421748161315918 - rollout_corr/rollout_is_seq_min:0.9851977229118347 - rollout_corr/rollout_is_seq_max_deviation:0.0421748161315918 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1113198772072792) - rollout_corr/training_log_ppl:np.float64(0.10521611978765577) - rollout_corr/kl:np.float64(0.006612163134292359) - rollout_corr/k3_kl:np.float64(0.006557915216490073) - rollout_corr/rollout_ppl:np.float64(1.1039490536786616) - rollout_corr/rollout_log_ppl:np.float64(0.09860395564464852) - rollout_corr/log_ppl_diff:np.float64(0.006612164143007249) - rollout_corr/log_ppl_abs_diff:np.float64(0.006696919270325452) - rollout_corr/log_ppl_diff_max:np.float64(0.036971867084503174) - rollout_corr/log_ppl_diff_min:np.float64(-0.001774616539478302) - rollout_corr/ppl_ratio:np.float64(1.0066470389720052) - rollout_corr/chi2_token:np.float64(0.027947168331593275) - rollout_corr/chi2_seq:np.float64(-0.11007035197690129) - actor/pg_loss:np.float64(-0.026842967490665615) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0061733624434054946) - actor/ppo_kl:np.float64(0.0023382757411312127) - actor/pg_clipfrac_lower:np.float64(0.00015886652658991807) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.671875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.984375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.6875) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.6875) - self_distillation/token_reweight_w_mean:np.float64(77258.30057596834) - self_distillation/token_reweight_w_std:np.float64(2189299.36641407) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0380370016209781) - self_distillation/token_reweight_w_clip_frac:np.float64(0.06812616268871352) - self_distillation/empty_target_batch:np.float64(0.015625) - actor/grad_norm:np.float64(0.9059335440397263) - perf/mfu/actor:np.float64(0.07326882443514422) - perf/max_memory_allocated_gb:np.float64(130.36408233642578) - perf/max_memory_reserved_gb:np.float64(136.943359375) - perf/cpu_memory_used_gb:np.float64(150.98098373413086) - actor/lr:np.float64(1e-06) - training/global_step:93 - training/epoch:1 - critic/score/mean:0.6875 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.6875 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.018969884142279625 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:0.018
step:94 - global_seqlen/min:41184 - global_seqlen/max:113176 - global_seqlen/minmax_diff:71992 - global_seqlen/balanced_min:57145 - global_seqlen/balanced_max:57682 - global_seqlen/mean:57496.125 - actor/entropy:0.09508732706308365 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9864900708198547 - training/rollout_probs_diff_mean:0.007910765707492828 - training/rollout_probs_diff_std:0.03129471093416214 - training/rollout_actor_probs_pearson_corr:0.9806426763534546 - self_distillation/success_group_fraction:0.96875 - self_distillation/success_sample_fraction:0.94140625 - self_distillation/correct_sample_fraction:0.64453125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.94140625 - rollout_corr/rollout_is_mean:1.0002583265304565 - rollout_corr/rollout_is_ratio_fraction_high:0.0008956379606388509 - rollout_corr/rollout_is_ratio_fraction_low:0.0023807776160538197 - rollout_corr/rollout_is_max:15.414323806762695 - rollout_corr/rollout_is_min:0.004671463277190924 - rollout_corr/rollout_is_std:0.0723925307393074 - rollout_corr/rollout_is_eff_sample_size:0.9947859349266464 - rollout_corr/rollout_is_seq_mean:1.0003859996795654 - rollout_corr/rollout_is_seq_std:0.0028691866900771856 - rollout_corr/rollout_is_seq_max:1.0094475746154785 - rollout_corr/rollout_is_seq_min:0.9929419159889221 - rollout_corr/rollout_is_seq_max_deviation:0.009447574615478516 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1105906111188233) - rollout_corr/training_log_ppl:np.float64(0.10463020237511955) - rollout_corr/kl:np.float64(0.005036948978329292) - rollout_corr/k3_kl:np.float64(0.005345316593320604) - rollout_corr/rollout_ppl:np.float64(1.1050134967081249) - rollout_corr/rollout_log_ppl:np.float64(0.09959325227828231) - rollout_corr/log_ppl_diff:np.float64(0.005036950096837245) - rollout_corr/log_ppl_abs_diff:np.float64(0.005146686264197342) - rollout_corr/log_ppl_diff_max:np.float64(0.027125224471092224) - rollout_corr/log_ppl_diff_min:np.float64(-0.005396753549575806) - rollout_corr/ppl_ratio:np.float64(1.0050583072006702) - rollout_corr/chi2_token:np.float64(0.012750496156513691) - rollout_corr/chi2_seq:np.float64(0.09743327647447586) - actor/pg_loss:np.float64(-0.01723418605979532) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.005494692439242499) - actor/ppo_kl:np.float64(0.0014172930573650433) - actor/pg_clipfrac_lower:np.float64(0.00010462854282877743) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.6171875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.94140625) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.64453125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.64453125) - self_distillation/token_reweight_w_mean:np.float64(72467.64120197017) - self_distillation/token_reweight_w_std:np.float64(2163106.361644745) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0332988598383963) - self_distillation/token_reweight_w_clip_frac:np.float64(0.058744993584696203) - self_distillation/empty_target_batch:np.float64(0.05859375) - actor/grad_norm:np.float64(0.7208301872014999) - perf/mfu/actor:np.float64(0.07954279924810592) - perf/max_memory_allocated_gb:np.float64(130.36408233642578) - perf/max_memory_reserved_gb:np.float64(136.943359375) - perf/cpu_memory_used_gb:np.float64(150.74911499023438) - actor/lr:np.float64(1e-06) - training/global_step:94 - training/epoch:1 - critic/score/mean:0.64453125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.64453125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.011523748748004436 - critic/advantages/max:0.875 - critic/advantages/m
step:95 - global_seqlen/min:48404 - global_seqlen/max:111659 - global_seqlen/minmax_diff:63255 - global_seqlen/balanced_min:67588 - global_seqlen/balanced_max:67694 - global_seqlen/mean:67628.125 - actor/entropy:0.08736636489629745 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9197810888290405 - training/rollout_probs_diff_mean:0.007620025426149368 - training/rollout_probs_diff_std:0.031072797253727913 - training/rollout_actor_probs_pearson_corr:0.9796846508979797 - self_distillation/success_group_fraction:0.875 - self_distillation/success_sample_fraction:0.859375 - self_distillation/correct_sample_fraction:0.59375 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.859375 - rollout_corr/rollout_is_mean:0.9998273253440857 - rollout_corr/rollout_is_ratio_fraction_high:0.0008466184954158962 - rollout_corr/rollout_is_ratio_fraction_low:0.0022970596328377724 - rollout_corr/rollout_is_max:27.891544342041016 - rollout_corr/rollout_is_min:0.007907350547611713 - rollout_corr/rollout_is_std:0.07074224948883057 - rollout_corr/rollout_is_eff_sample_size:0.9950150842748007 - rollout_corr/rollout_is_seq_mean:0.9995518326759338 - rollout_corr/rollout_is_seq_std:0.003485350403934717 - rollout_corr/rollout_is_seq_max:1.0174553394317627 - rollout_corr/rollout_is_seq_min:0.9877235293388367 - rollout_corr/rollout_is_seq_max_deviation:0.017455339431762695 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1099030626937747) - rollout_corr/training_log_ppl:np.float64(0.10394676635951328) - rollout_corr/kl:np.float64(0.005690041017699876) - rollout_corr/k3_kl:np.float64(0.005411111180023909) - rollout_corr/rollout_ppl:np.float64(1.1035825163125992) - rollout_corr/rollout_log_ppl:np.float64(0.09825672465740354) - rollout_corr/log_ppl_diff:np.float64(0.005690041702109738) - rollout_corr/log_ppl_abs_diff:np.float64(0.005785408842712059) - rollout_corr/log_ppl_diff_max:np.float64(0.02207818627357483) - rollout_corr/log_ppl_diff_min:np.float64(-0.0031784772872924805) - rollout_corr/ppl_ratio:np.float64(1.0057147552724928) - rollout_corr/chi2_token:np.float64(0.013468763325363398) - rollout_corr/chi2_seq:np.float64(0.8591497566085309) - actor/pg_loss:np.float64(-0.023772796615958214) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.004550435436613043) - actor/ppo_kl:np.float64(0.0010802429899872124) - actor/pg_clipfrac_lower:np.float64(8.097894891534452e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.578125) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.859375) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.59375) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.59375) - self_distillation/token_reweight_w_mean:np.float64(85450.00661146431) - self_distillation/token_reweight_w_std:np.float64(2108416.8560733795) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0421868117991835) - self_distillation/token_reweight_w_clip_frac:np.float64(0.07465201959712431) - self_distillation/empty_target_batch:np.float64(0.140625) - actor/grad_norm:np.float64(0.7185592651367188) - perf/mfu/actor:np.float64(0.0836534198596906) - perf/max_memory_allocated_gb:np.float64(130.91324520111084) - perf/max_memory_reserved_gb:np.float64(137.505859375) - perf/cpu_memory_used_gb:np.float64(150.95814895629883) - actor/lr:np.float64(1e-06) - training/global_step:95 - training/epoch:1 - critic/score/mean:0.59375 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.59375 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.0041993120685219765 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns
step:96 - global_seqlen/min:54916 - global_seqlen/max:127270 - global_seqlen/minmax_diff:72354 - global_seqlen/balanced_min:72579 - global_seqlen/balanced_max:72906 - global_seqlen/mean:72697.25 - actor/entropy:0.08909057825803757 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9838943481445312 - training/rollout_probs_diff_mean:0.007758765015751123 - training/rollout_probs_diff_std:0.03181403502821922 - training/rollout_actor_probs_pearson_corr:0.9789844751358032 - self_distillation/success_group_fraction:0.75 - self_distillation/success_sample_fraction:0.7421875 - self_distillation/correct_sample_fraction:0.5078125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.7421875 - rollout_corr/rollout_is_mean:0.9998432993888855 - rollout_corr/rollout_is_ratio_fraction_high:0.0007850945112295449 - rollout_corr/rollout_is_ratio_fraction_low:0.002612435957416892 - rollout_corr/rollout_is_max:20.824167251586914 - rollout_corr/rollout_is_min:0.002212565392255783 - rollout_corr/rollout_is_std:0.07150570303201675 - rollout_corr/rollout_is_eff_sample_size:0.9949087562347781 - rollout_corr/rollout_is_seq_mean:0.9997955560684204 - rollout_corr/rollout_is_seq_std:0.0027306864503771067 - rollout_corr/rollout_is_seq_max:1.0121734142303467 - rollout_corr/rollout_is_seq_min:0.9926915764808655 - rollout_corr/rollout_is_seq_max_deviation:0.01217341423034668 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1065793489106) - rollout_corr/training_log_ppl:np.float64(0.1010128796187928) - rollout_corr/kl:np.float64(0.005286701646696201) - rollout_corr/k3_kl:np.float64(0.005039612935433979) - rollout_corr/rollout_ppl:np.float64(1.100725397001952) - rollout_corr/rollout_log_ppl:np.float64(0.09572617670346517) - rollout_corr/log_ppl_diff:np.float64(0.0052867029153276235) - rollout_corr/log_ppl_abs_diff:np.float64(0.00540779487346299) - rollout_corr/log_ppl_diff_max:np.float64(0.02439112961292267) - rollout_corr/log_ppl_diff_min:np.float64(-0.004694700241088867) - rollout_corr/ppl_ratio:np.float64(1.00530822458677) - rollout_corr/chi2_token:np.float64(0.011985181830823421) - rollout_corr/chi2_seq:np.float64(7.117646958678961) - actor/pg_loss:np.float64(-0.02262830885592848) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.003966029893490486) - actor/ppo_kl:np.float64(0.0008386017335233475) - actor/pg_clipfrac_lower:np.float64(9.964489936464815e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.5) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.7421875) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.5078125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.5078125) - self_distillation/token_reweight_w_mean:np.float64(29623.37475251942) - self_distillation/token_reweight_w_std:np.float64(792520.3815698624) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0306110030505806) - self_distillation/token_reweight_w_clip_frac:np.float64(0.05347552534658462) - self_distillation/empty_target_batch:np.float64(0.2578125) - actor/grad_norm:np.float64(0.6516571715474129) - perf/mfu/actor:np.float64(0.08946164652665684) - perf/max_memory_allocated_gb:np.float64(130.91324520111084) - perf/max_memory_reserved_gb:np.float64(137.505859375) - perf/cpu_memory_used_gb:np.float64(150.62899017333984) - actor/lr:np.float64(1e-06) - training/global_step:96 - training/epoch:1 - critic/score/mean:0.5078125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.5078125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.00823618657886982 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:-
step:97 - global_seqlen/min:46214 - global_seqlen/max:122996 - global_seqlen/minmax_diff:76782 - global_seqlen/balanced_min:65823 - global_seqlen/balanced_max:66548 - global_seqlen/mean:66307.625 - actor/entropy:0.08884800225496292 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.984227180480957 - training/rollout_probs_diff_mean:0.008000326342880726 - training/rollout_probs_diff_std:0.03262295201420784 - training/rollout_actor_probs_pearson_corr:0.9775541424751282 - self_distillation/success_group_fraction:0.8125 - self_distillation/success_sample_fraction:0.79296875 - self_distillation/correct_sample_fraction:0.48046875 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.79296875 - rollout_corr/rollout_is_mean:1.000415325164795 - rollout_corr/rollout_is_ratio_fraction_high:0.0010019929613918066 - rollout_corr/rollout_is_ratio_fraction_low:0.002715928480029106 - rollout_corr/rollout_is_max:65.41622924804688 - rollout_corr/rollout_is_min:0.001111616613343358 - rollout_corr/rollout_is_std:0.07437318563461304 - rollout_corr/rollout_is_eff_sample_size:0.9944968759436099 - rollout_corr/rollout_is_seq_mean:1.0004206895828247 - rollout_corr/rollout_is_seq_std:0.0038394059520214796 - rollout_corr/rollout_is_seq_max:1.0341004133224487 - rollout_corr/rollout_is_seq_min:0.9857667684555054 - rollout_corr/rollout_is_seq_max_deviation:0.03410041332244873 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1112480354495347) - rollout_corr/training_log_ppl:np.float64(0.1051291289513756) - rollout_corr/kl:np.float64(0.006186460252195047) - rollout_corr/k3_kl:np.float64(0.006138900430869398) - rollout_corr/rollout_ppl:np.float64(1.1043702214956284) - rollout_corr/rollout_log_ppl:np.float64(0.09894266804985818) - rollout_corr/log_ppl_diff:np.float64(0.006186460901517421) - rollout_corr/log_ppl_abs_diff:np.float64(0.006268882396398112) - rollout_corr/log_ppl_diff_max:np.float64(0.023822084069252014) - rollout_corr/log_ppl_diff_min:np.float64(-0.002398878335952759) - rollout_corr/ppl_ratio:np.float64(1.00621466524899) - rollout_corr/chi2_token:np.float64(0.023422788828611374) - rollout_corr/chi2_seq:np.float64(-0.5118110461626202) - actor/pg_loss:np.float64(-0.023247868404723704) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.005890489412195166) - actor/ppo_kl:np.float64(0.0018514710781398803) - actor/pg_clipfrac_lower:np.float64(0.00013958876343167503) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.4609375) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.79296875) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.48046875) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.48046875) - self_distillation/token_reweight_w_mean:np.float64(66135.40282809688) - self_distillation/token_reweight_w_std:np.float64(1837254.886291504) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0337923662737012) - self_distillation/token_reweight_w_clip_frac:np.float64(0.059737949195550755) - self_distillation/empty_target_batch:np.float64(0.20703125) - actor/grad_norm:np.float64(0.7901447713375092) - perf/mfu/actor:np.float64(0.08396232614766028) - perf/max_memory_allocated_gb:np.float64(130.91324520111084) - perf/max_memory_reserved_gb:np.float64(137.505859375) - perf/cpu_memory_used_gb:np.float64(150.6942138671875) - actor/lr:np.float64(1e-06) - training/global_step:97 - training/epoch:1 - critic/score/mean:0.48046875 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.48046875 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.008156024850904942 - critic/advantages/max:0.875 - critic/advantages/min:-0.875
step:98 - global_seqlen/min:48333 - global_seqlen/max:97565 - global_seqlen/minmax_diff:49232 - global_seqlen/balanced_min:64624 - global_seqlen/balanced_max:65336 - global_seqlen/mean:64967.75 - actor/entropy:0.08772680163383484 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.982844352722168 - training/rollout_probs_diff_mean:0.008014869876205921 - training/rollout_probs_diff_std:0.03351868316531181 - training/rollout_actor_probs_pearson_corr:0.9763290882110596 - self_distillation/success_group_fraction:0.6875 - self_distillation/success_sample_fraction:0.67578125 - self_distillation/correct_sample_fraction:0.4609375 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.67578125 - rollout_corr/rollout_is_mean:0.999871551990509 - rollout_corr/rollout_is_ratio_fraction_high:0.0009835991077125072 - rollout_corr/rollout_is_ratio_fraction_low:0.0028673268388956785 - rollout_corr/rollout_is_max:10.727662086486816 - rollout_corr/rollout_is_min:8.484412683174014e-05 - rollout_corr/rollout_is_std:0.07383710145950317 - rollout_corr/rollout_is_eff_sample_size:0.9945723382149764 - rollout_corr/rollout_is_seq_mean:0.9998056292533875 - rollout_corr/rollout_is_seq_std:0.002884052926674485 - rollout_corr/rollout_is_seq_max:1.0098114013671875 - rollout_corr/rollout_is_seq_min:0.9916936159133911 - rollout_corr/rollout_is_seq_max_deviation:0.0098114013671875 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1093890881165862) - rollout_corr/training_log_ppl:np.float64(0.10347351902601076) - rollout_corr/kl:np.float64(0.006262552987180925) - rollout_corr/k3_kl:np.float64(0.006097207019593043) - rollout_corr/rollout_ppl:np.float64(1.1024282951839268) - rollout_corr/rollout_log_ppl:np.float64(0.09721096589782974) - rollout_corr/log_ppl_diff:np.float64(0.006262553128181025) - rollout_corr/log_ppl_abs_diff:np.float64(0.006294799939496443) - rollout_corr/log_ppl_diff_max:np.float64(0.022959038615226746) - rollout_corr/log_ppl_diff_min:np.float64(-0.0018334388732910156) - rollout_corr/ppl_ratio:np.float64(1.006289957324043) - rollout_corr/chi2_token:np.float64(0.0160808302462101) - rollout_corr/chi2_seq:np.float64(-0.3358280579559505) - actor/pg_loss:np.float64(-0.01692723308224231) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.004278729937141179) - actor/ppo_kl:np.float64(0.0015255893704662071) - actor/pg_clipfrac_lower:np.float64(0.00010874850636355404) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.44921875) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.67578125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.4609375) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.4609375) - self_distillation/token_reweight_w_mean:np.float64(27638.916393694934) - self_distillation/token_reweight_w_std:np.float64(805579.5473394394) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.024409934412688) - self_distillation/token_reweight_w_clip_frac:np.float64(0.04273315705358982) - self_distillation/empty_target_batch:np.float64(0.32421875) - actor/grad_norm:np.float64(0.6625170409679413) - perf/mfu/actor:np.float64(0.08816216798527737) - perf/max_memory_allocated_gb:np.float64(130.91324520111084) - perf/max_memory_reserved_gb:np.float64(137.505859375) - perf/cpu_memory_used_gb:np.float64(150.36017990112305) - actor/lr:np.float64(1e-06) - training/global_step:98 - training/epoch:1 - critic/score/mean:0.4609375 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.4609375 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.0010391522664576769 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - c
step:99 - global_seqlen/min:52694 - global_seqlen/max:103599 - global_seqlen/minmax_diff:50905 - global_seqlen/balanced_min:76434 - global_seqlen/balanced_max:76787 - global_seqlen/mean:76567.75 - actor/entropy:0.0820578932762146 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9983994364738464 - training/rollout_probs_diff_mean:0.007418680936098099 - training/rollout_probs_diff_std:0.031964585185050964 - training/rollout_actor_probs_pearson_corr:0.977141797542572 - self_distillation/success_group_fraction:0.875 - self_distillation/success_sample_fraction:0.85546875 - self_distillation/correct_sample_fraction:0.4921875 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.85546875 - rollout_corr/rollout_is_mean:0.999772310256958 - rollout_corr/rollout_is_ratio_fraction_high:0.000899405509699136 - rollout_corr/rollout_is_ratio_fraction_low:0.002609965857118368 - rollout_corr/rollout_is_max:27.363039016723633 - rollout_corr/rollout_is_min:4.613735291059129e-05 - rollout_corr/rollout_is_std:0.07095803320407867 - rollout_corr/rollout_is_eff_sample_size:0.9949853431774549 - rollout_corr/rollout_is_seq_mean:0.9997789263725281 - rollout_corr/rollout_is_seq_std:0.002983466722071171 - rollout_corr/rollout_is_seq_max:1.0116004943847656 - rollout_corr/rollout_is_seq_min:0.9899175763130188 - rollout_corr/rollout_is_seq_max_deviation:0.011600494384765625 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.1074187764897943) - rollout_corr/training_log_ppl:np.float64(0.10164697809341305) - rollout_corr/kl:np.float64(0.006398735351893947) - rollout_corr/k3_kl:np.float64(0.006008289289866298) - rollout_corr/rollout_ppl:np.float64(1.1003166055306792) - rollout_corr/rollout_log_ppl:np.float64(0.09524824219624861) - rollout_corr/log_ppl_diff:np.float64(0.006398735897164443) - rollout_corr/log_ppl_abs_diff:np.float64(0.006500986559331068) - rollout_corr/log_ppl_diff_max:np.float64(0.02950863540172577) - rollout_corr/log_ppl_diff_min:np.float64(-0.0027394965291023254) - rollout_corr/ppl_ratio:np.float64(1.0064301320817322) - rollout_corr/chi2_token:np.float64(0.012663462432101369) - rollout_corr/chi2_seq:np.float64(1.6321991079021245) - actor/pg_loss:np.float64(-0.028475496685132384) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.006714286581882334) - actor/ppo_kl:np.float64(0.0015139351017765534) - actor/pg_clipfrac_lower:np.float64(0.0001732925329633872) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.47265625) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.85546875) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.4921875) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.4921875) - self_distillation/token_reweight_w_mean:np.float64(77156.5687803016) - self_distillation/token_reweight_w_std:np.float64(2083515.706418991) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0432572113350034) - self_distillation/token_reweight_w_clip_frac:np.float64(0.07648197709931992) - self_distillation/empty_target_batch:np.float64(0.14453125) - actor/grad_norm:np.float64(0.8238464295864105) - perf/mfu/actor:np.float64(0.09049351880859227) - perf/max_memory_allocated_gb:np.float64(132.60013580322266) - perf/max_memory_reserved_gb:np.float64(137.505859375) - perf/cpu_memory_used_gb:np.float64(150.6923828125) - actor/lr:np.float64(1e-06) - training/global_step:99 - training/epoch:1 - critic/score/mean:0.4921875 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.4921875 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.016631022095680237 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - criti
test_gen_batch meta info: {'eos_token_id': 151645, 'pad_token_id': 151643, 'recompute_log_prob': False, 'do_sample': True, 'validate': True, 'global_steps': 100}
validation generation end
[prompt] system

Given a question and four options, please select the right answer. Respond in the following format:
<reasoning>
...
</reasoning>
<answer>
...
</answer>

For the answer, only output the letter corresponding to the correct option (A, B, C, or D), and nothing else. Do not restate the answer text. For example, if the answer is "A", just output:
<answer>
A
</answer>

user
Which of the following molecules is the only correct reactant used in the synthesis of the product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1" ?

A: O=C1c2ccccc2C(=O)N1c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1
B: O=C1c2ccccc2C(Cl)N1c1ccc2ccc(Cl)nc2n1
C: O=C1c2ccccc2C(=O)N1Cc1ccc(Oc2ccc(Cl)c(C(F)(F)F)c2)cc1
D: O=C1c2ccccc2C(=O)N1CC=C(Cc1ccccc1)C(F)(F)F
Please reason step by step.
assistant
<think>

</think>


[response] <reasoning>
This is a complex organic chemistry question about reaction synthesis. Let's try to analyze this step by step.

First, we need to understand what we're looking for: we need to identify which of the four given options (A-D) is the correct reactant used in the synthesis of the product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1"

Let's start by trying to understand the structure of the product molecule:

"Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1"

This is a bit difficult to parse because it's written in a condensed formula notation. Let's try to break it down:

The main chain seems to be:
- We have an amine group (the "Nc" suggests a nitrogen connected to a carbon)
- Then we have "1ccn(", which suggests a carbon connected to a nitrogen (the "n" is from "amino")
- Then we have "Cc2ccc(Cl)cc2C(F)(F)F" which seems to be a substituted benzene ring structure

Let's try to draw this structure step by step:

The main structure appears to be:
NH-C(-N)-(benzene ring with Cl substituent)-C(F)(F)F

Specifically, the structure seems to be:
An amine group (NH-) connected to a carbon that's connected to a nitrogen (making an amino group), which is connected to a benzene ring that has a Cl substituent, and this benzene ring is itself connected to a trifluoromethyl group (C(F)(F)F)

Now we need to look at the options and see which one would logically be a reactant that could synthesize this product.

All four options are similar structured molecules - they all seem to be amine-containing molecules with benzene rings and fluorine/chlorine substituents. They all have the general structure O=C1c2ccccc2C(=O)N1... suggesting some kind of amine group connected to a benzene ring (the c2ccccc2 part is probably a benzene ring)

Let's try to analyze each option:

Option A: O=C1c2ccccc2C(=O)N1c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1

This structure seems similar to our product. Let's break it down:
- We have an amine group (the "N1" connected to a carbon)
- Then we have "c1ccn(...)" which suggests an amino group (like our product)
- The substituent on the benzene ring is similar to our product (Cc2ccc(Cl)cc2C(F)(F)F)

This structure actually looks very similar to our product structure. In fact, the part "c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1" in option A seems to be exactly the structure of our product!

But wait - this might be the product itself, not a reactant. Let me check the original question again:

"Which of the following molecules is the only correct reactant used in the synthesis of the product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1" ?

So we need to find which option is a reactant that would synthesize the product shown.

If option A has the product structure in it, maybe it's actually the product rather than a reactant. Let's look at the structure more carefully.

The product is: Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1

Option A: O=C1c2ccccc2C(=O)N1c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1

So option A has an additional carbonyl group (O=C1...) and another carbonyl group (C(=O)N1...). It seems like option A is a more complex molecule that might be a reactant that could form the product when reacted appropriately.

Option B: O=C1c2ccccc2C(Cl)N1c1ccc2ccc(Cl)nc2n1

This structure has a Cl substituent on the benzene ring (instead of the Cl in our product's benzene ring), and seems to have a different amino group structure. The "c1ccc2ccc(Cl)nc2n1" part seems different from our product's structure.

Option C: O=C1c2ccccc2C(=O)N1Cc1ccc(Oc2ccc(Cl)c(C(F)(F)F)c2)cc1

This structure has a more complex substituent pattern. There's an oxygen branch off the benzene ring (ccc(Oc2...)), and the Cl substituent is part of a more complex group. This seems more complicated than our product structure.

Option D: O=C1c2ccccc2C(=O)N1CC=C(Cc1ccccc1)C(F)(F)F

This structure has a different substituent pattern - it has a double bond in the alkyl chain (CC=C) and a benzene ring (Cc1ccccc1). The fluorine substituent is present but connected differently.

Looking back at the product structure: "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1"

This seems to be an amino group (NH-) connected to a carbon that's connected to a nitrogen (making it an amino group), which is connected to a benzene ring with a Cl substituent that's connected to a trifluoromethyl group (C(F)(F)F).

Looking at the options, option A seems to have the most similar structure - it has the same benzene ring with Cl substituent connected to a trifluoromethyl group, and has an amino group structure similar to our product.

But we need to determine which is the reactant that would synthesize the product. If the product has the structure "Nc1ccn(...)", maybe the reactant would be something that could form this structure through a reaction.

Looking at option A's structure: It has an amine group (the N1 connected to a carbon), and has the same substituent pattern on the benzene ring as our product. The difference might be the additional carbonyl groups (O=C1 and C(=O)N1) which might indicate that option A is a more complex molecule that could potentially be reacted to form the simpler product.

Alternatively, maybe the product is actually option A and the question has a typo? Because the product structure seems to be exactly the part after the N1 in option A's structure.

Option A's structure is:
O=C1c2ccccc2C(=O)N1c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1

If we remove the first part (O=C1c2ccccc2C(=O)N1), we're left with c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1 which is exactly our product structure!

This suggests that the product is actually option A, not the other way around. But the question is asking which option is a reactant that would synthesize the product.

This is a bit confusing - maybe the question has a typo and actually wants to know which option is the product instead of the reactant? Or maybe we need to think about possible synthesis pathways.

Looking at the structure of the product (which seems to be option A without the carbonyl groups), it looks like it might be the result of a reaction that removes some groups from option A.

If option A is a more complex molecule that could be reacted to form the simpler product, then option A would be the reactant.

Alternatively, maybe option C is the correct answer because it has a similar substituent pattern but I'm not sure.

Looking at option C: O=C1c2ccccc2C(=O)N1Cc1ccc(Oc2ccc(Cl)c(C(F)(F)F)c2)cc1

This has a benzene ring with a Cl substituent that's part of a more complex group (ccc(Oc2ccc(Cl)...)). The fluorine is part of a different substituent pattern.

Option B has a Cl on the benzene ring but different amino group structure.

Option D has a different substituent pattern.

Given that option A's structure contains our product structure as part of it, it's possible that option A is the reactant that would be reacted to form the product (by maybe removing some groups like the carbonyl groups).

Alternatively, if we're looking for the correct reactant that would directly synthesize the product, maybe none of these options are perfect, but option A is the most structurally similar and contains the product structure within it.

After careful analysis, I believe the correct answer is A.
</reasoning>

<answer>
A
</answer>
[ground_truth] A
[score] 1.0
[acc] 1.0
[pred] A
[incorrect_format] 1
[feedback]
local_global_step_folder: /mnt/mole/SDPO/L2T/checkpoints/datasets/sciknoweval/chemistry/qwen3gen-chemistry-RLRT_TR-Qwen-Qwen3-4B-mbs8-tr0.1-decay0-train32-rollout8-lr1e-6-vllm0.8-epsw0.5/global_step_100
step:100 - global_seqlen/min:51332 - global_seqlen/max:133724 - global_seqlen/minmax_diff:82392 - global_seqlen/balanced_min:85577 - global_seqlen/balanced_max:85753 - global_seqlen/mean:85677.25 - actor/entropy:0.07674972712993622 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9959022998809814 - training/rollout_probs_diff_mean:0.0073742191307246685 - training/rollout_probs_diff_std:0.03298613056540489 - training/rollout_actor_probs_pearson_corr:0.9742870330810547 - self_distillation/success_group_fraction:0.78125 - self_distillation/success_sample_fraction:0.76953125 - self_distillation/correct_sample_fraction:0.58203125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.76953125 - rollout_corr/rollout_is_mean:0.9999975562095642 - rollout_corr/rollout_is_ratio_fraction_high:0.00089730677427724 - rollout_corr/rollout_is_ratio_fraction_low:0.00278214318677783 - rollout_corr/rollout_is_max:40.18333435058594 - rollout_corr/rollout_is_min:8.033764970605262e-06 - rollout_corr/rollout_is_std:0.07089795172214508 - rollout_corr/rollout_is_eff_sample_size:0.9949946665841123 - rollout_corr/rollout_is_seq_mean:0.9998775720596313 - rollout_corr/rollout_is_seq_std:0.0032133334316313267 - rollout_corr/rollout_is_seq_max:1.0255757570266724 - rollout_corr/rollout_is_seq_min:0.991420328617096 - rollout_corr/rollout_is_seq_max_deviation:0.025575757026672363 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.0979263153858483) - rollout_corr/training_log_ppl:np.float64(0.0930957942691748) - rollout_corr/kl:np.float64(0.006247840840210017) - rollout_corr/k3_kl:np.float64(0.006140935789517243) - rollout_corr/rollout_ppl:np.float64(1.0910621960647404) - rollout_corr/rollout_log_ppl:np.float64(0.08684795264525746) - rollout_corr/log_ppl_diff:np.float64(0.0062478416239173384) - rollout_corr/log_ppl_abs_diff:np.float64(0.006301159230133635) - rollout_corr/log_ppl_diff_max:np.float64(0.026261113584041595) - rollout_corr/log_ppl_diff_min:np.float64(-0.0033704042434692383) - rollout_corr/ppl_ratio:np.float64(1.006276834057644) - rollout_corr/chi2_token:np.float64(0.01678405632264912) - rollout_corr/chi2_seq:np.float64(32.379441073164344) - actor/pg_loss:np.float64(-0.01704463444184512) - actor/kl_loss:np.float64(0.0) - actor/pg_clipfrac:np.float64(0.0037484983022295637) - actor/ppo_kl:np.float64(0.0011108497318623733) - actor/pg_clipfrac_lower:np.float64(7.175036256512612e-05) - self_distillation/token_reweight_is_rlrt:np.float64(1.0) - self_distillation/token_reweight_lambda:np.float64(0.5) - self_distillation/token_reweight_eps_w:np.float64(0.5) - self_distillation/token_reweight_active_token_fraction:np.float64(0.5703125) - self_distillation/token_reweight_context_sample_fraction:np.float64(0.76953125) - self_distillation/token_reweight_correct_sample_fraction:np.float64(0.58203125) - self_distillation/token_reweight_reward_gate_fraction:np.float64(0.58203125) - self_distillation/token_reweight_w_mean:np.float64(55384.86596345715) - self_distillation/token_reweight_w_std:np.float64(1723442.8022899628) - self_distillation/token_reweight_w_clipped_mean:np.float64(1.0319236246868968) - self_distillation/token_reweight_w_clip_frac:np.float64(0.056247425003675744) - self_distillation/empty_target_batch:np.float64(0.23046875) - actor/grad_norm:np.float64(0.5481992661952972) - perf/mfu/actor:np.float64(0.09517764608800347) - perf/max_memory_allocated_gb:np.float64(132.60013580322266) - perf/max_memory_reserved_gb:np.float64(137.505859375) - perf/cpu_memory_used_gb:np.float64(150.47185134887695) - actor/lr:np.float64(1e-06) - val-aux/sciknoweval/reward/mean@16:np.float64(0.5916666666666667) - val-aux/sciknoweval/reward/std@16:np.float64(0.2571416687612349) - val-aux/sciknoweval/reward/best@2/mean:np.float64(0.6968857142857143) - val-aux/sciknoweval/reward/best@2/std:np.float64(0.20627882758717012) - val-aux/sciknoweval/reward
("Final validation metrics: {'val-aux/sciknoweval/reward/mean@16': "
 "np.float64(0.5916666666666667), 'val-aux/sciknoweval/reward/std@16': "
 "np.float64(0.2571416687612349), 'val-aux/sciknoweval/reward/best@2/mean': "
 "np.float64(0.6968857142857143), 'val-aux/sciknoweval/reward/best@2/std': "
 "np.float64(0.20627882758717012), 'val-aux/sciknoweval/reward/worst@2/mean': "
 "np.float64(0.4862857142857143), 'val-aux/sciknoweval/reward/worst@2/std': "
 "np.float64(0.23108433720880842), 'val-aux/sciknoweval/reward/maj@2/mean': "
 "np.float64(0.5911), 'val-aux/sciknoweval/reward/maj@2/std': "
 "np.float64(0.25693213561174044), 'val-aux/sciknoweval/reward/best@4/mean': "
 "np.float64(0.7765571428571428), 'val-aux/sciknoweval/reward/best@4/std': "
 "np.float64(0.1424436179078602), 'val-aux/sciknoweval/reward/worst@4/mean': "
 "np.float64(0.39438095238095233), 'val-aux/sciknoweval/reward/worst@4/std': "
 "np.float64(0.182545872924148), 'val-aux/sciknoweval/reward/maj@4/mean': "
 "np.float64(0.6155428571428572), 'val-aux/sciknoweval/reward/maj@4/std': "
 "np.float64(0.20756433319233475), 'val-aux/sciknoweval/reward/best@8/mean': "
 "np.float64(0.8311666666666666), 'val-aux/sciknoweval/reward/best@8/std': "
 "np.float64(0.08831510448891618), 'val-aux/sciknoweval/reward/worst@8/mean': "
 "np.float64(0.32224761904761906), 'val-aux/sciknoweval/reward/worst@8/std': "
 "np.float64(0.13204132054783738), 'val-aux/sciknoweval/reward/maj@8/mean': "
 "np.float64(0.6276761904761905), 'val-aux/sciknoweval/reward/maj@8/std': "
 "np.float64(0.1528837415995549), 'val-aux/sciknoweval/reward/best@16/mean': "
 "np.float64(0.8632047619047617), 'val-aux/sciknoweval/reward/best@16/std': "
 "np.float64(0.04720106071281998), 'val-aux/sciknoweval/reward/worst@16/mean': "
 "np.float64(0.2696952380952381), 'val-aux/sciknoweval/reward/worst@16/std': "
 "np.float64(0.08420508892562015), 'val-aux/sciknoweval/reward/maj@16/mean': "
 "np.float64(0.6312809523809525), 'val-aux/sciknoweval/reward/maj@16/std': "
 "np.float64(0.11089304329120943), 'val-aux/sciknoweval/score/mean@16': "
 "np.float64(0.5916666666666667), 'val-aux/sciknoweval/score/std@16': "
 "np.float64(0.2571416687612349), 'val-aux/sciknoweval/score/best@2/mean': "
 "np.float64(0.6968857142857143), 'val-aux/sciknoweval/score/best@2/std': "
 "np.float64(0.20627882758717012), 'val-aux/sciknoweval/score/worst@2/mean': "
 "np.float64(0.4862857142857143), 'val-aux/sciknoweval/score/worst@2/std': "
 "np.float64(0.23108433720880842), 'val-aux/sciknoweval/score/maj@2/mean': "
 "np.float64(0.5911), 'val-aux/sciknoweval/score/maj@2/std': "
 "np.float64(0.25693213561174044), 'val-aux/sciknoweval/score/best@4/mean': "
 "np.float64(0.7765571428571428), 'val-aux/sciknoweval/score/best@4/std': "
 "np.float64(0.1424436179078602), 'val-aux/sciknoweval/score/worst@4/mean': "
 "np.float64(0.39438095238095233), 'val-aux/sciknoweval/score/worst@4/std': "
 "np.float64(0.182545872924148), 'val-aux/sciknoweval/score/maj@4/mean': "
 "np.float64(0.6155428571428572), 'val-aux/sciknoweval/score/maj@4/std': "
 "np.float64(0.20756433319233475), 'val-aux/sciknoweval/score/best@8/mean': "
 "np.float64(0.8311666666666666), 'val-aux/sciknoweval/score/best@8/std': "
 "np.float64(0.08831510448891618), 'val-aux/sciknoweval/score/worst@8/mean': "
 "np.float64(0.32224761904761906), 'val-aux/sciknoweval/score/worst@8/std': "
 "np.float64(0.13204132054783738), 'val-aux/sciknoweval/score/maj@8/mean': "
 "np.float64(0.6276761904761905), 'val-aux/sciknoweval/score/maj@8/std': "
 "np.float64(0.1528837415995549), 'val-aux/sciknoweval/score/best@16/mean': "
 "np.float64(0.8632047619047617), 'val-aux/sciknoweval/score/best@16/std': "
 "np.float64(0.04720106071281998), 'val-aux/sciknoweval/score/worst@16/mean': "
 "np.float64(0.2696952380952381), 'val-aux/sciknoweval/score/worst@16/std': "
 "np.float64(0.08420508892562015), 'val-aux/sciknoweval/score/maj@16/mean': "
 "np.float64(0.6312809523809525), 'val-aux/sciknoweval/score/maj@16/std': "
 "np.float64(0.11089304329120943), 'val-core/sciknoweval/acc/mean@16': "
 "np.float64(0.5916666666666667), 'val-aux/sciknoweval/acc/std@16': "
 "np.float64(0.2571416687612349), 'val-aux/sciknoweval/acc/best@2/mean': "
 "np.float64(0.6968857142857143), 'val-aux/sciknoweval/acc/best@2/std': "
 "np.float64(0.20627882758717012), 'val-aux/sciknoweval/acc/worst@2/mean': "
 "np.float64(0.4862857142857143), 'val-aux/sciknoweval/acc/worst@2/std': "
 "np.float64(0.23108433720880842), 'val-aux/sciknoweval/acc/maj@2/mean': "
 "np.float64(0.5911), 'val-aux/sciknoweval/acc/maj@2/std': "
 "np.float64(0.25693213561174044), 'val-aux/sciknoweval/acc/best@4/mean': "
 "np.float64(0.7765571428571428), 'val-aux/sciknoweval/acc/best@4/std': "
 "np.float64(0.1424436179078602), 'val-aux/sciknoweval/acc/worst@4/mean': "
 "np.float64(0.39438095238095233), 'val-aux/sciknoweval/acc/worst@4/std': "
 "np.float64(0.182545872924148), 'val-aux/sciknoweval/acc/maj@4/mean': "
 "np.float64(0.6155428571428572), 'val-aux/sciknoweval/acc/maj@4/std': "
 "np.float64(0.20756433319233475), 'val-aux/sciknoweval/acc/best@8/mean': "
 "np.float64(0.8311666666666666), 'val-aux/sciknoweval/acc/best@8/std': "
 "np.float64(0.08831510448891618), 'val-aux/sciknoweval/acc/worst@8/mean': "
 "np.float64(0.32224761904761906), 'val-aux/sciknoweval/acc/worst@8/std': "
 "np.float64(0.13204132054783738), 'val-aux/sciknoweval/acc/maj@8/mean': "
 "np.float64(0.6276761904761905), 'val-aux/sciknoweval/acc/maj@8/std': "
 "np.float64(0.1528837415995549), 'val-core/sciknoweval/acc/best@16/mean': "
 "np.float64(0.8632047619047617), 'val-core/sciknoweval/acc/best@16/std': "
 "np.float64(0.04720106071281998), 'val-aux/sciknoweval/acc/worst@16/mean': "
 "np.float64(0.2696952380952381), 'val-aux/sciknoweval/acc/worst@16/std': "
 "np.float64(0.08420508892562015), 'val-core/sciknoweval/acc/maj@16/mean': "
 "np.float64(0.6312809523809525), 'val-core/sciknoweval/acc/maj@16/std': "
 'np.float64(0.11089304329120943), '
 "'val-aux/sciknoweval/incorrect_format/mean@16': "
 'np.float64(0.986904761904762), '
 "'val-aux/sciknoweval/incorrect_format/std@16': "
 'np.float64(0.03187742018839054), '
 "'val-aux/sciknoweval/incorrect_format/best@2/mean': "
 'np.float64(0.9961809523809524), '
 "'val-aux/sciknoweval/incorrect_format/best@2/std': "
 'np.float64(0.012277432195181853), '
 "'val-aux/sciknoweval/incorrect_format/worst@2/mean': np.float64(0.9777), "
 "'val-aux/sciknoweval/incorrect_format/worst@2/std': "
 'np.float64(0.0401539474232565), '
 "'val-aux/sciknoweval/incorrect_format/maj@2/mean': "
 'np.float64(0.9870571428571429), '
 "'val-aux/sciknoweval/incorrect_format/maj@2/std': "
 'np.float64(0.03180376195882722), '
 "'val-aux/sciknoweval/incorrect_format/best@4/mean': "
 'np.float64(0.9985428571428571), '
 "'val-aux/sciknoweval/incorrect_format/best@4/std': "
 'np.float64(0.002894135661555999), '
 "'val-aux/sciknoweval/incorrect_format/worst@4/mean': "
 'np.float64(0.9634142857142858), '
 "'val-aux/sciknoweval/incorrect_format/worst@4/std': "
 'np.float64(0.048040385516218594), '
 "'val-aux/sciknoweval/incorrect_format/maj@4/mean': "
 'np.float64(0.9926047619047619), '
 "'val-aux/sciknoweval/incorrect_format/maj@4/std': "
 'np.float64(0.021344027228617606), '
 "'val-aux/sciknoweval/incorrect_format/best@8/mean': "
 'np.float64(0.999552380952381), '
 "'val-aux/sciknoweval/incorrect_format/best@8/std': "
 'np.float64(0.0013896605566054733), '
 "'val-aux/sciknoweval/incorrect_format/worst@8/mean': "
 'np.float64(0.9419428571428571), '
 "'val-aux/sciknoweval/incorrect_format/worst@8/std': "
 'np.float64(0.05198094275109466), '
 "'val-aux/sciknoweval/incorrect_format/maj@8/mean': "
 'np.float64(0.9957190476190476), '
 "'val-aux/sciknoweval/incorrect_format/maj@8/std': "
 'np.float64(0.012077957780667586), '
 "'val-aux/sciknoweval/incorrect_format/best@16/mean': "
 'np.float64(0.9999714285714286), '
 "'val-aux/sciknoweval/incorrect_format/best@16/std': "
 'np.float64(0.00036774732526300623), '
 "'val-aux/sciknoweval/incorrect_format/worst@16/mean': np.float64(0.9171), "
 "'val-aux/sciknoweval/incorrect_format/worst@16/std': "
 'np.float64(0.04613710025134583), '
 "'val-aux/sciknoweval/incorrect_format/maj@16/mean': "
 'np.float64(0.9972333333333334), '
 "'val-aux/sciknoweval/incorrect_format/maj@16/std': "
 "np.float64(0.005810883427479756), 'val-aux/num_turns/min': np.int32(2), "
 "'val-aux/num_turns/max': np.int32(2), 'val-aux/num_turns/mean': "
 'np.float64(2.0)}')