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Model: SeongryongJung/Qwen3-8B-Chemistry-SRPO-TR
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---
license: apache-2.0
base_model: Qwen/Qwen3-8B
library_name: transformers
tags:
- qwen3
- reinforcement-learning
- trust-region
- sdpo
- srpo
---
# Qwen3-8B-Chemistry-SRPO-TR
This repository contains the Qwen3-8B `Chemistry` `SRPO-TR` run trained with batch size 32.
The repository root contains the **best validation checkpoint** (`global_step_100`), selected by validation `mean@16`.
The best validation checkpoint is also the final checkpoint, so the repository root is both best and last.
## Performance
| Dataset | Method | Base model | Train batch size | Best val mean@16 | Best checkpoint | Final val mean@16 | Final checkpoint |
|---|---|---|---:|---:|---:|---:|---:|
| Chemistry | SRPO-TR | Qwen3-8B | 32 | 73.63% | 100 | 73.63% | 100 |
![Training and validation scores](results/training_score.png)
Raw result files:
- `results/validation_mean16.csv`
- `results/training_scores.csv`
- `artifacts/config.yaml`
- `artifacts/wandb-summary.json`
## Training Hyperparameters
| Hyperparameter | Value |
|---|---:|
| Base model | `Qwen/Qwen3-8B` |
| Method | `SRPO-TR` |
| Train batch size | `32` |
| Train max samples | `3200` |
| Total training steps | `100` |
| Save frequency | `10` |
| Test frequency | `10` |
| Teacher regularization | `trust-region` |
| Teacher update rate | `0.1` |
| Rollout samples per prompt | `8` |
| Validation samples per prompt | `16` |
| Learning rate | `5e-6` |
| vLLM GPU memory utilization | `0.8` |
## Usage
```python
from transformers import AutoModelForCausalLM, AutoTokenizer
repo_id = "SeongryongJung/Qwen3-8B-Chemistry-SRPO-TR"
tokenizer = AutoTokenizer.from_pretrained(repo_id, trust_remote_code=True)
model = AutoModelForCausalLM.from_pretrained(
repo_id,
torch_dtype="auto",
device_map="auto",
trust_remote_code=True,
)
```

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{
"experiment_name": "qwen3gen-chemistry-SRPO_TR-Qwen-Qwen3-8B-mbs32-tr0.1-dwtrue-train32-rollout8-lr5e-6-vllm0.8",
"base_model": "Qwen/Qwen3-8B",
"dataset": "chemistry",
"method": "SRPO-TR",
"checkpoint_dir": "/workspace/L2T/checkpoints/datasets/sciknoweval/chemistry/qwen3gen-chemistry-SRPO_TR-Qwen-Qwen3-8B-mbs32-tr0.1-dwtrue-train32-rollout8-lr5e-6-vllm0.8",
"best_checkpoint": "global_step_100",
"last_checkpoint": "global_step_100",
"train_batch_size": 32,
"train_max_samples": 3200,
"teacher_regularization": "trust-region",
"teacher_update_rate": 0.1,
"rollout_n": 8,
"validation_n": 16,
"learning_rate": "5e-6",
"vllm_gpu_memory_utilization": 0.8,
"command_args": ""
}

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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: /workspace/L2T/checkpoints/datasets/sciknoweval/chemistry/qwen3gen-chemistry-SRPO_TR-Qwen-Qwen3-8B-mbs32-tr0.1-dwtrue-train32-rollout8-lr5e-6-vllm0.8/latest_checkpointed_iteration.txt
Training from scratch
Training Progress: 9%|▉ | 9/100 [06:47<1:02:32, 41.24s/it]
step:1 - global_seqlen/min:18837 - global_seqlen/max:25930 - global_seqlen/minmax_diff:7093 - global_seqlen/balanced_min:23209 - global_seqlen/balanced_max:23219 - global_seqlen/mean:23215.25 - actor/entropy:0.50551438331604 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.18807248771190643 - training/rollout_probs_diff_mean:0.004554946906864643 - training/rollout_probs_diff_std:0.009545903652906418 - training/rollout_actor_probs_pearson_corr:0.9994428753852844 - self_distillation/success_group_fraction:0.75 - self_distillation/success_sample_fraction:0.73828125 - 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:0.73828125 - rollout_corr/rollout_is_mean:1.0001649856567383 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:8.356033504242077e-06 - rollout_corr/rollout_is_max:1.7478156089782715 - rollout_corr/rollout_is_min:0.49203649163246155 - rollout_corr/rollout_is_std:0.034454114735126495 - rollout_corr/rollout_is_eff_sample_size:0.9988146781776835 - rollout_corr/rollout_is_seq_mean:1.0001665353775024 - rollout_corr/rollout_is_seq_std:0.0018423208966851234 - rollout_corr/rollout_is_seq_max:1.0079988241195679 - rollout_corr/rollout_is_seq_min:0.9948756694793701 - rollout_corr/rollout_is_seq_max_deviation:0.007998824119567871 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.719936344306916) - rollout_corr/training_log_ppl:np.float64(0.5310243954882026) - rollout_corr/kl:np.float64(0.0004652764400887577) - rollout_corr/k3_kl:np.float64(0.00063170842878435) - rollout_corr/rollout_ppl:np.float64(1.7191785695031285) - rollout_corr/rollout_log_ppl:np.float64(0.5305591173819266) - rollout_corr/log_ppl_diff:np.float64(0.0004652781062759459) - rollout_corr/log_ppl_abs_diff:np.float64(0.0013998491340316832) - rollout_corr/log_ppl_diff_max:np.float64(0.005974411964416504) - rollout_corr/log_ppl_diff_min:np.float64(-0.006822109222412109) - rollout_corr/ppl_ratio:np.float64(1.000467065954581) - rollout_corr/chi2_token:np.float64(0.0016122260130941868) - rollout_corr/chi2_seq:np.float64(0.9470595773309469) - actor/pg_loss:np.float64(-0.09381987896631472) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.10349815522204153) - srpo/sdpo_loss:np.float64(0.009678276255726814) - srpo/routed_loss:np.float64(-0.09381987896631472) - srpo/routed_token_count:np.float64(467.4765625) - srpo/correct_sample_fraction:np.float64(0.453125) - srpo/sdpo_sample_fraction:np.float64(0.296875) - srpo/grpo_sample_fraction:np.float64(0.703125) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.13662958901841193) - self_distillation/dynamic_weight_mean:np.float64(0.29687500139698386) - self_distillation/dynamic_weight_max:np.float64(1.6077319383621216) - self_distillation/empty_target_batch:np.float64(0.26171875) - actor/grad_norm:np.float64(0.21053506433963776) - perf/mfu/actor:np.float64(0.03898889038027167) - perf/max_memory_allocated_gb:np.float64(127.29397010803223) - perf/max_memory_reserved_gb:np.float64(140.873046875) - perf/cpu_memory_used_gb:np.float64(206.32163000106812) - actor/lr:np.float64(0.0) - training/global_step:1 - training/epoch:0 - 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:0.007159031927585602 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:0.007159031927585602 - critic/returns/max:0.875 - critic/returns/min:-0.875 - response_length/mean:467.4765625 - response_length/max:1247.0 - response_length/min:158.0 - response_length/clip_r
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step:9 - global_seqlen/min:14334 - global_seqlen/max:21461 - global_seqlen/minmax_diff:7127 - global_seqlen/balanced_min:17519 - global_seqlen/balanced_max:17640 - global_seqlen/mean:17534.875 - actor/entropy:0.3829578459262848 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.2254716157913208 - training/rollout_probs_diff_mean:0.005832243710756302 - training/rollout_probs_diff_std:0.013104892335832119 - training/rollout_actor_probs_pearson_corr:0.9988073110580444 - self_distillation/success_group_fraction:0.6875 - self_distillation/success_sample_fraction:0.66796875 - self_distillation/correct_sample_fraction:0.39453125 - 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:1.0000760555267334 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:1.5074998373165727e-05 - rollout_corr/rollout_is_max:1.8207652568817139 - rollout_corr/rollout_is_min:0.4974305033683777 - rollout_corr/rollout_is_std:0.04296319931745529 - rollout_corr/rollout_is_eff_sample_size:0.9981580392780276 - rollout_corr/rollout_is_seq_mean:1.0000659227371216 - rollout_corr/rollout_is_seq_std:0.003125327406451106 - rollout_corr/rollout_is_seq_max:1.0109840631484985 - rollout_corr/rollout_is_seq_min:0.9904488325119019 - rollout_corr/rollout_is_seq_max_deviation:0.010984063148498535 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.5056639430113137) - rollout_corr/training_log_ppl:np.float64(0.39987957681296393) - rollout_corr/kl:np.float64(0.0009181034276011246) - rollout_corr/k3_kl:np.float64(0.0009840694826834806) - rollout_corr/rollout_ppl:np.float64(1.5042486903257668) - rollout_corr/rollout_log_ppl:np.float64(0.39896147494437173) - rollout_corr/log_ppl_diff:np.float64(0.0009181018685922027) - rollout_corr/log_ppl_abs_diff:np.float64(0.0025206863647326827) - rollout_corr/log_ppl_diff_max:np.float64(0.0111008882522583) - rollout_corr/log_ppl_diff_min:np.float64(-0.008603692054748535) - rollout_corr/ppl_ratio:np.float64(1.0009235530160367) - rollout_corr/chi2_token:np.float64(0.0021141560282558203) - rollout_corr/chi2_seq:np.float64(0.8455855650827289) - actor/pg_loss:np.float64(-0.0754853797116084) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.08451223056181334) - srpo/sdpo_loss:np.float64(0.009026850850204937) - srpo/routed_loss:np.float64(-0.0754853797116084) - srpo/routed_token_count:np.float64(259.12109375) - srpo/correct_sample_fraction:np.float64(0.39453125) - srpo/sdpo_sample_fraction:np.float64(0.29296875) - srpo/grpo_sample_fraction:np.float64(0.70703125) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.11693201109301299) - self_distillation/dynamic_weight_mean:np.float64(0.29296875349245965) - self_distillation/dynamic_weight_max:np.float64(1.6417328119277954) - self_distillation/empty_target_batch:np.float64(0.33203125) - actor/grad_norm:np.float64(0.2903236448764801) - perf/mfu/actor:np.float64(0.04313334311445217) - perf/max_memory_allocated_gb:np.float64(132.45595741271973) - perf/max_memory_reserved_gb:np.float64(142.865234375) - perf/cpu_memory_used_gb:np.float64(193.2118968963623) - actor/lr:np.float64(4.000000000000001e-06) - training/global_step:9 - training/epoch:0 - critic/score/mean:0.39453125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.39453125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.0003203437081538141 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:-0.0003203437081538141 - critic/returns/max:0.875 - critic/returns/min:-0.875 - response_length/mean:259.12109375 - response_length/max:998.0 - response_leng
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 target product is "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1", which contains a chlorinated benzene ring substituted with a trifluoromethyl group and a pyrrolidine-like nitrogen-containing ring. The correct reactant must provide the necessary substituents and functional groups to form this structure.
Option A contains a similar structure with a chlorinated benzene ring and a trifluoromethyl group, and includes the nitrogen-containing ring with the correct connectivity. It matches the required substituents and the overall framework of the product. Other options either lack the trifluoromethyl group, have incorrect substituents, or do not match the nitrogen ring structure.
Thus, Option A is the only correct reactant that can lead to the synthesis of the target product.
</reasoning>
<answer>
A
</answer>
[ground_truth] A
[score] 1.0
[acc] 1.0
[pred] A
[incorrect_format] 1
[feedback]
local_global_step_folder: /workspace/L2T/checkpoints/datasets/sciknoweval/chemistry/qwen3gen-chemistry-SRPO_TR-Qwen-Qwen3-8B-mbs32-tr0.1-dwtrue-train32-rollout8-lr5e-6-vllm0.8/global_step_10
step:10 - global_seqlen/min:14213 - global_seqlen/max:19053 - global_seqlen/minmax_diff:4840 - global_seqlen/balanced_min:16460 - global_seqlen/balanced_max:16461 - global_seqlen/mean:16460.25 - actor/entropy:0.38379907608032227 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.21351349353790283 - training/rollout_probs_diff_mean:0.0059914663434028625 - training/rollout_probs_diff_std:0.013326349668204784 - training/rollout_actor_probs_pearson_corr:0.9987545013427734 - self_distillation/success_group_fraction:0.65625 - self_distillation/success_sample_fraction:0.64453125 - 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:0.64453125 - rollout_corr/rollout_is_mean:0.9998819828033447 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:0.0 - rollout_corr/rollout_is_max:1.6515724658966064 - rollout_corr/rollout_is_min:0.5040901303291321 - rollout_corr/rollout_is_std:0.043787695467472076 - rollout_corr/rollout_is_eff_sample_size:0.9980858320158159 - rollout_corr/rollout_is_seq_mean:0.9998496174812317 - rollout_corr/rollout_is_seq_std:0.00308269914239645 - rollout_corr/rollout_is_seq_max:1.0101441144943237 - rollout_corr/rollout_is_seq_min:0.9847707152366638 - rollout_corr/rollout_is_seq_max_deviation:0.015229284763336182 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.4990270463749766) - rollout_corr/training_log_ppl:np.float64(0.39716374859563075) - rollout_corr/kl:np.float64(0.0011819751139781065) - rollout_corr/k3_kl:np.float64(0.0010315930610431678) - rollout_corr/rollout_ppl:np.float64(1.4972636625170708) - rollout_corr/rollout_log_ppl:np.float64(0.3959817716386169) - rollout_corr/log_ppl_diff:np.float64(0.0011819769570138305) - rollout_corr/log_ppl_abs_diff:np.float64(0.0024119556474033743) - rollout_corr/log_ppl_diff_max:np.float64(0.016319483518600464) - rollout_corr/log_ppl_diff_min:np.float64(-0.00834694504737854) - rollout_corr/ppl_ratio:np.float64(1.0011873140465468) - rollout_corr/chi2_token:np.float64(0.0017942050471901894) - rollout_corr/chi2_seq:np.float64(0.2583983747754246) - actor/pg_loss:np.float64(-0.08434375535944127) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.09083109779749066) - srpo/sdpo_loss:np.float64(0.006487342438049382) - srpo/routed_loss:np.float64(-0.08434375535944127) - srpo/routed_token_count:np.float64(245.0078125) - srpo/correct_sample_fraction:np.float64(0.421875) - srpo/sdpo_sample_fraction:np.float64(0.234375) - srpo/grpo_sample_fraction:np.float64(0.765625) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.09091341041494161) - self_distillation/dynamic_weight_mean:np.float64(0.23437499720603228) - self_distillation/dynamic_weight_max:np.float64(1.5699328184127808) - self_distillation/empty_target_batch:np.float64(0.35546875) - actor/grad_norm:np.float64(0.22091549634933472) - perf/mfu/actor:np.float64(0.040835353844528216) - perf/max_memory_allocated_gb:np.float64(132.45595741271973) - perf/max_memory_reserved_gb:np.float64(142.865234375) - perf/cpu_memory_used_gb:np.float64(193.21004486083984) - actor/lr:np.float64(4.5e-06) - val-aux/sciknoweval/reward/mean@16:np.float64(0.5035714285714286) - val-aux/sciknoweval/reward/std@16:np.float64(0.22339645205758082) - val-aux/sciknoweval/reward/best@2/mean:np.float64(0.5905952380952381) - val-aux/sciknoweval/reward/best@2/std:np.float64(0.1831573443675843) - val-aux/sciknoweval/reward/worst@2/mean:np.float64(0.4161047619047619) - val-aux/sciknoweval/reward/worst@2/std:np.float64(0.19208500667754327) - val-aux/sciknoweval/reward/maj@2/mean:np.float64(0.5023857142857143) - val-aux/sciknoweval/reward/
step:11 - global_seqlen/min:13124 - global_seqlen/max:18342 - global_seqlen/minmax_diff:5218 - global_seqlen/balanced_min:15783 - global_seqlen/balanced_max:15841 - global_seqlen/mean:15791.25 - actor/entropy:0.43319663405418396 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.32822510600090027 - training/rollout_probs_diff_mean:0.006552049424499273 - training/rollout_probs_diff_std:0.013777571730315685 - training/rollout_actor_probs_pearson_corr:0.9987210631370544 - self_distillation/success_group_fraction:0.84375 - self_distillation/success_sample_fraction:0.83984375 - 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:0.83984375 - rollout_corr/rollout_is_mean:1.0000759363174438 - rollout_corr/rollout_is_ratio_fraction_high:2.009565469052177e-05 - rollout_corr/rollout_is_ratio_fraction_low:0.0 - rollout_corr/rollout_is_max:2.1156363487243652 - rollout_corr/rollout_is_min:0.5260384678840637 - rollout_corr/rollout_is_std:0.04639314487576485 - rollout_corr/rollout_is_eff_sample_size:0.99785253622098 - rollout_corr/rollout_is_seq_mean:1.0000115633010864 - rollout_corr/rollout_is_seq_std:0.003483455628156662 - rollout_corr/rollout_is_seq_max:1.0096769332885742 - rollout_corr/rollout_is_seq_min:0.9916608333587646 - rollout_corr/rollout_is_seq_max_deviation:0.009676933288574219 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.5781334447674453) - rollout_corr/training_log_ppl:np.float64(0.4476893363171257) - rollout_corr/kl:np.float64(0.0010918681964279253) - rollout_corr/k3_kl:np.float64(0.001103542445775929) - rollout_corr/rollout_ppl:np.float64(1.5764055084437132) - rollout_corr/rollout_log_ppl:np.float64(0.44659746639081277) - rollout_corr/log_ppl_diff:np.float64(0.0010918699263129383) - rollout_corr/log_ppl_abs_diff:np.float64(0.002884822926716879) - rollout_corr/log_ppl_diff_max:np.float64(0.00983339548110962) - rollout_corr/log_ppl_diff_min:np.float64(-0.008294880390167236) - rollout_corr/ppl_ratio:np.float64(1.00109843024984) - rollout_corr/chi2_token:np.float64(0.0022732338402420282) - rollout_corr/chi2_seq:np.float64(0.47340523288585246) - actor/pg_loss:np.float64(-0.10627217411456513) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.11521248036297038) - srpo/sdpo_loss:np.float64(0.00894030624840525) - srpo/routed_loss:np.float64(-0.10627217411456513) - srpo/routed_token_count:np.float64(194.3828125) - srpo/correct_sample_fraction:np.float64(0.5703125) - srpo/sdpo_sample_fraction:np.float64(0.2734375) - srpo/grpo_sample_fraction:np.float64(0.7265625) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.10817949002375826) - self_distillation/dynamic_weight_mean:np.float64(0.27343750395812094) - self_distillation/dynamic_weight_max:np.float64(1.5882924795150757) - self_distillation/empty_target_batch:np.float64(0.16015625) - actor/grad_norm:np.float64(0.2786175012588501) - perf/mfu/actor:np.float64(0.039088172595732294) - perf/max_memory_allocated_gb:np.float64(132.45595741271973) - perf/max_memory_reserved_gb:np.float64(142.865234375) - perf/cpu_memory_used_gb:np.float64(196.96951723098755) - actor/lr:np.float64(5e-06) - training/global_step:11 - training/epoch:0 - 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:0.005204774904996157 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:0.005204774904996157 - critic/returns/max:0.875 - critic/returns/min:-0.875 - response_length/mean:194.3828125 - response_length/max:836.0 - response_length/min:103.0 - response_len
step:12 - global_seqlen/min:13647 - global_seqlen/max:17786 - global_seqlen/minmax_diff:4139 - global_seqlen/balanced_min:15129 - global_seqlen/balanced_max:15130 - global_seqlen/mean:15129.75 - actor/entropy:0.43876492977142334 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.23784562945365906 - training/rollout_probs_diff_mean:0.006178793031722307 - training/rollout_probs_diff_std:0.012943723239004612 - training/rollout_actor_probs_pearson_corr:0.998884916305542 - self_distillation/success_group_fraction:0.78125 - self_distillation/success_sample_fraction:0.78125 - self_distillation/correct_sample_fraction:0.57421875 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.78125 - rollout_corr/rollout_is_mean:0.9998804926872253 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:0.0 - rollout_corr/rollout_is_max:1.8822964429855347 - rollout_corr/rollout_is_min:0.5390275716781616 - rollout_corr/rollout_is_std:0.043531034141778946 - rollout_corr/rollout_is_eff_sample_size:0.9981081581456047 - rollout_corr/rollout_is_seq_mean:0.9998281598091125 - rollout_corr/rollout_is_seq_std:0.0031353433150798082 - rollout_corr/rollout_is_seq_max:1.009278416633606 - rollout_corr/rollout_is_seq_min:0.9906775951385498 - rollout_corr/rollout_is_seq_max_deviation:0.009322404861450195 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.5765443020500243) - rollout_corr/training_log_ppl:np.float64(0.4478572537191212) - rollout_corr/kl:np.float64(0.0011473404847208712) - rollout_corr/k3_kl:np.float64(0.0009755014913253035) - rollout_corr/rollout_ppl:np.float64(1.5747552062384784) - rollout_corr/rollout_log_ppl:np.float64(0.4467099101166241) - rollout_corr/log_ppl_diff:np.float64(0.0011473436024971306) - rollout_corr/log_ppl_abs_diff:np.float64(0.002526258409488946) - rollout_corr/log_ppl_diff_max:np.float64(0.01119491457939148) - rollout_corr/log_ppl_diff_min:np.float64(-0.008027195930480957) - rollout_corr/ppl_ratio:np.float64(1.001152902841568) - rollout_corr/chi2_token:np.float64(0.0016312487423419952) - rollout_corr/chi2_seq:np.float64(0.26048756716772914) - actor/pg_loss:np.float64(-0.07475337248615688) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.08154240291332826) - srpo/sdpo_loss:np.float64(0.006789030427171383) - srpo/routed_loss:np.float64(-0.07475337248615688) - srpo/routed_token_count:np.float64(206.7109375) - srpo/correct_sample_fraction:np.float64(0.57421875) - srpo/sdpo_sample_fraction:np.float64(0.20703125) - srpo/grpo_sample_fraction:np.float64(0.79296875) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.08887620427412912) - self_distillation/dynamic_weight_mean:np.float64(0.2070312520954758) - self_distillation/dynamic_weight_max:np.float64(1.6557344198226929) - self_distillation/empty_target_batch:np.float64(0.21875) - actor/grad_norm:np.float64(0.21850478649139404) - perf/mfu/actor:np.float64(0.03773698208864534) - perf/max_memory_allocated_gb:np.float64(132.45595741271973) - perf/max_memory_reserved_gb:np.float64(142.865234375) - perf/cpu_memory_used_gb:np.float64(196.60817003250122) - actor/lr:np.float64(5e-06) - training/global_step:12 - training/epoch:0 - critic/score/mean:0.57421875 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.57421875 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.002730639884248376 - critic/advantages/max:0.75 - critic/advantages/min:-0.875 - critic/returns/mean:0.002730639884248376 - critic/returns/max:0.75 - critic/returns/min:-0.875 - response_length/mean:206.7109375 - response_length/max:482.0 - response_length/min:99.0 - response_length/clip_ratio:0.0 -
step:13 - global_seqlen/min:13673 - global_seqlen/max:16794 - global_seqlen/minmax_diff:3121 - global_seqlen/balanced_min:15420 - global_seqlen/balanced_max:15421 - global_seqlen/mean:15420.25 - actor/entropy:0.5135723352432251 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.1785089075565338 - training/rollout_probs_diff_mean:0.006250378210097551 - training/rollout_probs_diff_std:0.012321148067712784 - training/rollout_actor_probs_pearson_corr:0.9990463256835938 - self_distillation/success_group_fraction:0.84375 - self_distillation/success_sample_fraction:0.83203125 - self_distillation/correct_sample_fraction:0.51171875 - 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:0.9999179244041443 - rollout_corr/rollout_is_ratio_fraction_high:1.9071594579145312e-05 - rollout_corr/rollout_is_ratio_fraction_low:1.9071594579145312e-05 - rollout_corr/rollout_is_max:2.197805643081665 - rollout_corr/rollout_is_min:0.49206212162971497 - rollout_corr/rollout_is_std:0.041604313999414444 - rollout_corr/rollout_is_eff_sample_size:0.9982718344236017 - rollout_corr/rollout_is_seq_mean:0.9999408721923828 - rollout_corr/rollout_is_seq_std:0.0031869409140199423 - rollout_corr/rollout_is_seq_max:1.0075106620788574 - rollout_corr/rollout_is_seq_min:0.9902118444442749 - rollout_corr/rollout_is_seq_max_deviation:0.009788155555725098 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.6949015129357576) - rollout_corr/training_log_ppl:np.float64(0.5203516674810089) - rollout_corr/kl:np.float64(0.0009410870639641189) - rollout_corr/k3_kl:np.float64(0.0008819952698786437) - rollout_corr/rollout_ppl:np.float64(1.6933375191874802) - rollout_corr/rollout_log_ppl:np.float64(0.5194105769041926) - rollout_corr/log_ppl_diff:np.float64(0.0009410905768163502) - rollout_corr/log_ppl_abs_diff:np.float64(0.002567812625784427) - rollout_corr/log_ppl_diff_max:np.float64(0.011110633611679077) - rollout_corr/log_ppl_diff_min:np.float64(-0.006752610206604004) - rollout_corr/ppl_ratio:np.float64(1.0009465476032346) - rollout_corr/chi2_token:np.float64(0.0016610876191407442) - rollout_corr/chi2_seq:np.float64(0.2920574250165373) - actor/pg_loss:np.float64(-0.10727498166306759) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.1175924381823279) - srpo/sdpo_loss:np.float64(0.010317456519260304) - srpo/routed_loss:np.float64(-0.10727498166306759) - srpo/routed_token_count:np.float64(204.8203125) - srpo/correct_sample_fraction:np.float64(0.51171875) - srpo/sdpo_sample_fraction:np.float64(0.33203125) - srpo/grpo_sample_fraction:np.float64(0.66796875) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.1559513880056329) - self_distillation/dynamic_weight_mean:np.float64(0.332031253259629) - self_distillation/dynamic_weight_max:np.float64(1.600563406944275) - self_distillation/empty_target_batch:np.float64(0.16796875) - actor/grad_norm:np.float64(0.28096291422843933) - perf/mfu/actor:np.float64(0.03768826551299293) - perf/max_memory_allocated_gb:np.float64(132.45595741271973) - perf/max_memory_reserved_gb:np.float64(142.865234375) - perf/cpu_memory_used_gb:np.float64(195.8841094970703) - actor/lr:np.float64(5e-06) - training/global_step:13 - training/epoch:0 - critic/score/mean:0.51171875 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.51171875 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.001957222353667021 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:0.001957222353667021 - critic/returns/max:0.875 - critic/returns/min:-0.875 - response_length/mean:204.8203125 - response_length/max:532.0 - response_length
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step:15 - global_seqlen/min:15549 - global_seqlen/max:19396 - global_seqlen/minmax_diff:3847 - global_seqlen/balanced_min:17114 - global_seqlen/balanced_max:17116 - global_seqlen/mean:17115.75 - actor/entropy:0.5463093519210815 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.693575382232666 - training/rollout_probs_diff_mean:0.00561816431581974 - training/rollout_probs_diff_std:0.01139212679117918 - training/rollout_actor_probs_pearson_corr:0.9992289543151855 - self_distillation/success_group_fraction:0.8125 - self_distillation/success_sample_fraction:0.8046875 - 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:0.8046875 - rollout_corr/rollout_is_mean:0.9999186396598816 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:3.150697739329189e-05 - rollout_corr/rollout_is_max:1.4997053146362305 - rollout_corr/rollout_is_min:0.1258951723575592 - rollout_corr/rollout_is_std:0.03866065293550491 - rollout_corr/rollout_is_eff_sample_size:0.998507346853073 - rollout_corr/rollout_is_seq_mean:0.9999558925628662 - rollout_corr/rollout_is_seq_std:0.002472527790814638 - rollout_corr/rollout_is_seq_max:1.0058339834213257 - rollout_corr/rollout_is_seq_min:0.9945500493049622 - rollout_corr/rollout_is_seq_max_deviation:0.005833983421325684 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.7752718050032854) - rollout_corr/training_log_ppl:np.float64(0.562135296408087) - rollout_corr/kl:np.float64(0.0008340610774695278) - rollout_corr/k3_kl:np.float64(0.0007899400158066783) - rollout_corr/rollout_ppl:np.float64(1.7738111107610166) - rollout_corr/rollout_log_ppl:np.float64(0.56130123505136) - rollout_corr/log_ppl_diff:np.float64(0.0008340613567270339) - rollout_corr/log_ppl_abs_diff:np.float64(0.002126527775544673) - rollout_corr/log_ppl_diff_max:np.float64(0.007065176963806152) - rollout_corr/log_ppl_diff_min:np.float64(-0.0051133036613464355) - rollout_corr/ppl_ratio:np.float64(1.0008375253528357) - rollout_corr/chi2_token:np.float64(0.0014654758851975203) - rollout_corr/chi2_seq:np.float64(0.24585425411351025) - actor/pg_loss:np.float64(-0.0875592446900555) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.09420584360486828) - srpo/sdpo_loss:np.float64(0.006646598914812785) - srpo/routed_loss:np.float64(-0.0875592446900555) - srpo/routed_token_count:np.float64(247.9609375) - srpo/correct_sample_fraction:np.float64(0.56640625) - srpo/sdpo_sample_fraction:np.float64(0.24609375) - srpo/grpo_sample_fraction:np.float64(0.75390625) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.11532184184761718) - self_distillation/dynamic_weight_mean:np.float64(0.24609375186264515) - self_distillation/dynamic_weight_max:np.float64(1.6063851118087769) - self_distillation/empty_target_batch:np.float64(0.1953125) - actor/grad_norm:np.float64(0.19088506698608398) - perf/mfu/actor:np.float64(0.04268483951541059) - perf/max_memory_allocated_gb:np.float64(132.45595741271973) - perf/max_memory_reserved_gb:np.float64(142.865234375) - perf/cpu_memory_used_gb:np.float64(195.9014663696289) - actor/lr:np.float64(5e-06) - training/global_step:15 - 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:-0.003581949742510915 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:-0.003581949742510915 - critic/returns/max:0.875 - critic/returns/min:-0.875 - response_length/mean:247.9609375 - response_length/max:680.0 - response_length/min:123.0 - response_leng
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step:18 - global_seqlen/min:15348 - global_seqlen/max:19122 - global_seqlen/minmax_diff:3774 - global_seqlen/balanced_min:17609 - global_seqlen/balanced_max:17614 - global_seqlen/mean:17612.75 - actor/entropy:0.5053980946540833 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.9540385603904724 - training/rollout_probs_diff_mean:0.005387188401073217 - training/rollout_probs_diff_std:0.011517131701111794 - training/rollout_actor_probs_pearson_corr:0.999212384223938 - self_distillation/success_group_fraction:0.875 - self_distillation/success_sample_fraction:0.87109375 - self_distillation/correct_sample_fraction:0.62109375 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.87109375 - rollout_corr/rollout_is_mean:0.999994695186615 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:1.4096021914156154e-05 - rollout_corr/rollout_is_max:1.5918846130371094 - rollout_corr/rollout_is_min:0.023517616093158722 - rollout_corr/rollout_is_std:0.038009174168109894 - rollout_corr/rollout_is_eff_sample_size:0.9985573867595031 - rollout_corr/rollout_is_seq_mean:0.9999457597732544 - rollout_corr/rollout_is_seq_std:0.0026488322764635086 - rollout_corr/rollout_is_seq_max:1.0084210634231567 - rollout_corr/rollout_is_seq_min:0.9917112588882446 - rollout_corr/rollout_is_seq_max_deviation:0.008421063423156738 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.6873171362094581) - rollout_corr/training_log_ppl:np.float64(0.5150645510293543) - rollout_corr/kl:np.float64(0.0008507832624919942) - rollout_corr/k3_kl:np.float64(0.000796537691485355) - rollout_corr/rollout_ppl:np.float64(1.6858832305297256) - rollout_corr/rollout_log_ppl:np.float64(0.5142137665534392) - rollout_corr/log_ppl_diff:np.float64(0.000850784475915134) - rollout_corr/log_ppl_abs_diff:np.float64(0.0022115508327260613) - rollout_corr/log_ppl_diff_max:np.float64(0.016990065574645996) - rollout_corr/log_ppl_diff_min:np.float64(-0.007014840841293335) - rollout_corr/ppl_ratio:np.float64(1.0008550791535527) - rollout_corr/chi2_token:np.float64(0.0014219405129551888) - rollout_corr/chi2_seq:np.float64(0.48343269363977015) - actor/pg_loss:np.float64(-0.09388502436195267) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.10012199863558635) - srpo/sdpo_loss:np.float64(0.0062369742736336775) - srpo/routed_loss:np.float64(-0.09388502436195267) - srpo/routed_token_count:np.float64(277.1171875) - srpo/correct_sample_fraction:np.float64(0.62109375) - srpo/sdpo_sample_fraction:np.float64(0.25390625) - srpo/grpo_sample_fraction:np.float64(0.74609375) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.11884892353555188) - self_distillation/dynamic_weight_mean:np.float64(0.2539062516298145) - self_distillation/dynamic_weight_max:np.float64(1.751915454864502) - self_distillation/empty_target_batch:np.float64(0.12890625) - actor/grad_norm:np.float64(0.1718674749135971) - perf/mfu/actor:np.float64(0.043432670683822956) - perf/max_memory_allocated_gb:np.float64(132.45595741271973) - perf/max_memory_reserved_gb:np.float64(142.865234375) - perf/cpu_memory_used_gb:np.float64(195.80186223983765) - actor/lr:np.float64(5e-06) - training/global_step:18 - training/epoch:0 - critic/score/mean:0.62109375 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.62109375 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.004607637412846088 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:0.004607637412846088 - critic/returns/max:0.875 - critic/returns/min:-0.875 - response_length/mean:277.1171875 - response_length/max:712.0 - response_length/min:120.0 - res
step:19 - global_seqlen/min:14241 - global_seqlen/max:23830 - global_seqlen/minmax_diff:9589 - global_seqlen/balanced_min:18510 - global_seqlen/balanced_max:18513 - global_seqlen/mean:18511.625 - actor/entropy:0.45875898003578186 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.24460327625274658 - training/rollout_probs_diff_mean:0.005299752112478018 - training/rollout_probs_diff_std:0.01128102745860815 - training/rollout_actor_probs_pearson_corr:0.9991915225982666 - self_distillation/success_group_fraction:0.875 - self_distillation/success_sample_fraction:0.85546875 - self_distillation/correct_sample_fraction:0.62109375 - 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:0.9998049736022949 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:0.0 - rollout_corr/rollout_is_max:1.7738070487976074 - rollout_corr/rollout_is_min:0.50251305103302 - rollout_corr/rollout_is_std:0.03818674758076668 - rollout_corr/rollout_is_eff_sample_size:0.9985432419544412 - rollout_corr/rollout_is_seq_mean:0.999832034111023 - rollout_corr/rollout_is_seq_std:0.0025840201415121555 - rollout_corr/rollout_is_seq_max:1.0073384046554565 - rollout_corr/rollout_is_seq_min:0.9941268563270569 - rollout_corr/rollout_is_seq_max_deviation:0.007338404655456543 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.6094659990631044) - rollout_corr/training_log_ppl:np.float64(0.4669649736897554) - rollout_corr/kl:np.float64(0.0009239000206129333) - rollout_corr/k3_kl:np.float64(0.0007559533909216043) - rollout_corr/rollout_ppl:np.float64(1.6079453299753368) - rollout_corr/rollout_log_ppl:np.float64(0.46604106834274717) - rollout_corr/log_ppl_diff:np.float64(0.0009239053470082581) - rollout_corr/log_ppl_abs_diff:np.float64(0.0021886141621507704) - rollout_corr/log_ppl_diff_max:np.float64(0.006936013698577881) - rollout_corr/log_ppl_diff_min:np.float64(-0.006193935871124268) - rollout_corr/ppl_ratio:np.float64(1.0009276389610022) - rollout_corr/chi2_token:np.float64(0.001185547560453415) - rollout_corr/chi2_seq:np.float64(0.3812223661225289) - actor/pg_loss:np.float64(-0.07144362480357813) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.07764405515627004) - srpo/sdpo_loss:np.float64(0.00620043035269191) - srpo/routed_loss:np.float64(-0.07144362480357813) - srpo/routed_token_count:np.float64(276.36328125) - srpo/correct_sample_fraction:np.float64(0.62109375) - srpo/sdpo_sample_fraction:np.float64(0.25390625) - srpo/grpo_sample_fraction:np.float64(0.74609375) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.11333194747567177) - self_distillation/dynamic_weight_mean:np.float64(0.2539062509313226) - self_distillation/dynamic_weight_max:np.float64(1.6583170890808105) - self_distillation/empty_target_batch:np.float64(0.14453125) - actor/grad_norm:np.float64(0.17399142682552338) - perf/mfu/actor:np.float64(0.045796208153607174) - perf/max_memory_allocated_gb:np.float64(132.45595741271973) - perf/max_memory_reserved_gb:np.float64(142.865234375) - perf/cpu_memory_used_gb:np.float64(195.7074317932129) - actor/lr:np.float64(5e-06) - training/global_step:19 - training/epoch:0 - critic/score/mean:0.62109375 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.62109375 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.0014434832846745849 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:-0.0014434832846745849 - critic/returns/max:0.875 - critic/returns/min:-0.875 - response_length/mean:276.36328125 - response_length/max:690.0 - response_length/min:114.0 - response_length/cl
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>
The product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1" contains a nitrogen-containing heterocyclic ring (pyrrole-like) with a chlorinated aromatic ring and a trifluoromethyl group. The correct reactant should match these structural features.
Option A: Contains a nitrile group and a chlorinated aromatic ring with a trifluoromethyl group. However, it has an extra nitrile group that is not present in the product.
Option B: Contains a chlorinated aromatic ring and a nitrogen-containing ring, but lacks the trifluoromethyl group and has a different structure.
Option C: Contains a chlorinated aromatic ring and a trifluoromethyl group, but the structure is different from the product, particularly in the nitrogen-containing ring.
Option D: Contains a trifluoromethyl group and a nitrogen-containing ring, but lacks the chlorinated aromatic ring and has a different structure.
Only Option A has the correct combination of a nitrogen-containing ring, a chlorinated aromatic ring, and a trifluoromethyl group, matching the structure of the product. Therefore, it is the correct reactant.
</reasoning>
<answer>
A
</answer>
[ground_truth] A
[score] 1.0
[acc] 1.0
[pred] A
[incorrect_format] 1
[feedback]
local_global_step_folder: /workspace/L2T/checkpoints/datasets/sciknoweval/chemistry/qwen3gen-chemistry-SRPO_TR-Qwen-Qwen3-8B-mbs32-tr0.1-dwtrue-train32-rollout8-lr5e-6-vllm0.8/global_step_20
step:20 - global_seqlen/min:16522 - global_seqlen/max:20678 - global_seqlen/minmax_diff:4156 - global_seqlen/balanced_min:18084 - global_seqlen/balanced_max:18090 - global_seqlen/mean:18088.625 - actor/entropy:0.4366552531719208 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.8207102417945862 - training/rollout_probs_diff_mean:0.0052147554233670235 - training/rollout_probs_diff_std:0.012118207290768623 - training/rollout_actor_probs_pearson_corr:0.9990637302398682 - self_distillation/success_group_fraction:0.875 - self_distillation/success_sample_fraction:0.86328125 - self_distillation/correct_sample_fraction:0.67578125 - 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:1.000136137008667 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:5.547157707042061e-05 - rollout_corr/rollout_is_max:1.639593243598938 - rollout_corr/rollout_is_min:0.1268235146999359 - rollout_corr/rollout_is_std:0.03791339695453644 - rollout_corr/rollout_is_eff_sample_size:0.9985651130827546 - rollout_corr/rollout_is_seq_mean:1.0001893043518066 - rollout_corr/rollout_is_seq_std:0.00235358951613307 - rollout_corr/rollout_is_seq_max:1.0066684484481812 - rollout_corr/rollout_is_seq_min:0.9944686889648438 - rollout_corr/rollout_is_seq_max_deviation:0.006668448448181152 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.5660211080685258) - rollout_corr/training_log_ppl:np.float64(0.4419976886129007) - rollout_corr/kl:np.float64(0.0005706092295802989) - rollout_corr/k3_kl:np.float64(0.0007599434993608156) - rollout_corr/rollout_ppl:np.float64(1.5651960824616253) - rollout_corr/rollout_log_ppl:np.float64(0.4414270780980587) - rollout_corr/log_ppl_diff:np.float64(0.0005706105148419738) - rollout_corr/log_ppl_abs_diff:np.float64(0.0019536857726052403) - rollout_corr/log_ppl_diff_max:np.float64(0.0067092180252075195) - rollout_corr/log_ppl_diff_min:np.float64(-0.005893290042877197) - rollout_corr/ppl_ratio:np.float64(1.0005735540762544) - rollout_corr/chi2_token:np.float64(0.0018775954376906157) - rollout_corr/chi2_seq:np.float64(0.5974807222373784) - actor/pg_loss:np.float64(-0.07649298825708684) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.08157103293342516) - srpo/sdpo_loss:np.float64(0.0050780446763383225) - srpo/routed_loss:np.float64(-0.07649298825708684) - srpo/routed_token_count:np.float64(281.67578125) - srpo/correct_sample_fraction:np.float64(0.67578125) - srpo/sdpo_sample_fraction:np.float64(0.19921875) - srpo/grpo_sample_fraction:np.float64(0.80078125) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.08491979102836922) - self_distillation/dynamic_weight_mean:np.float64(0.19921875069849193) - self_distillation/dynamic_weight_max:np.float64(1.6665403842926025) - self_distillation/empty_target_batch:np.float64(0.13671875) - actor/grad_norm:np.float64(0.14620253443717957) - perf/mfu/actor:np.float64(0.04468579995135637) - perf/max_memory_allocated_gb:np.float64(132.45595741271973) - perf/max_memory_reserved_gb:np.float64(142.865234375) - perf/cpu_memory_used_gb:np.float64(195.71426391601562) - actor/lr:np.float64(5e-06) - val-aux/sciknoweval/reward/mean@16:np.float64(0.6267857142857143) - val-aux/sciknoweval/reward/std@16:np.float64(0.19863991577568374) - val-aux/sciknoweval/reward/best@2/mean:np.float64(0.706595238095238) - val-aux/sciknoweval/reward/best@2/std:np.float64(0.15757155649029345) - val-aux/sciknoweval/reward/worst@2/mean:np.float64(0.5469904761904761) - val-aux/sciknoweval/reward/worst@2/std:np.float64(0.1775183068175465) - val-aux/sciknoweval/reward/maj@2/mean:np.float64(0.6255666666666667) - val-aux/
step:21 - global_seqlen/min:16737 - global_seqlen/max:21072 - global_seqlen/minmax_diff:4335 - global_seqlen/balanced_min:19294 - global_seqlen/balanced_max:19297 - global_seqlen/mean:19296.5 - actor/entropy:0.41109463572502136 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.3797508478164673 - training/rollout_probs_diff_mean:0.004977562464773655 - training/rollout_probs_diff_std:0.011232986114919186 - training/rollout_actor_probs_pearson_corr:0.9991767406463623 - self_distillation/success_group_fraction:0.875 - self_distillation/success_sample_fraction:0.85546875 - self_distillation/correct_sample_fraction:0.49609375 - 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:1.0000423192977905 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:0.0 - rollout_corr/rollout_is_max:1.8425171375274658 - rollout_corr/rollout_is_min:0.535515308380127 - rollout_corr/rollout_is_std:0.03660644218325615 - rollout_corr/rollout_is_eff_sample_size:0.9986618805483147 - rollout_corr/rollout_is_seq_mean:0.9999940991401672 - rollout_corr/rollout_is_seq_std:0.0025500613264739513 - rollout_corr/rollout_is_seq_max:1.0089681148529053 - rollout_corr/rollout_is_seq_min:0.9886370897293091 - rollout_corr/rollout_is_seq_max_deviation:0.011362910270690918 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.5566772460006177) - rollout_corr/training_log_ppl:np.float64(0.433465828304179) - rollout_corr/kl:np.float64(0.0007288786252601653) - rollout_corr/k3_kl:np.float64(0.0007229596917568415) - rollout_corr/rollout_ppl:np.float64(1.5555290197953582) - rollout_corr/rollout_log_ppl:np.float64(0.43273694528033957) - rollout_corr/log_ppl_diff:np.float64(0.0007288830238394439) - rollout_corr/log_ppl_abs_diff:np.float64(0.0020318810711614788) - rollout_corr/log_ppl_diff_max:np.float64(0.012740284204483032) - rollout_corr/log_ppl_diff_min:np.float64(-0.007814168930053711) - rollout_corr/ppl_ratio:np.float64(1.0007324574980885) - rollout_corr/chi2_token:np.float64(0.0014454578049480915) - rollout_corr/chi2_seq:np.float64(0.6986356589477509) - actor/pg_loss:np.float64(-0.1234856626851979) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.13133960738196038) - srpo/sdpo_loss:np.float64(0.007853944696762483) - srpo/routed_loss:np.float64(-0.1234856626851979) - srpo/routed_token_count:np.float64(319.828125) - srpo/correct_sample_fraction:np.float64(0.49609375) - srpo/sdpo_sample_fraction:np.float64(0.37890625) - srpo/grpo_sample_fraction:np.float64(0.62109375) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.15451354742981493) - self_distillation/dynamic_weight_mean:np.float64(0.37890624813735485) - self_distillation/dynamic_weight_max:np.float64(1.7066792249679565) - self_distillation/empty_target_batch:np.float64(0.14453125) - actor/grad_norm:np.float64(0.19315128028392792) - perf/mfu/actor:np.float64(0.04719850279883261) - perf/max_memory_allocated_gb:np.float64(132.45595741271973) - perf/max_memory_reserved_gb:np.float64(142.865234375) - perf/cpu_memory_used_gb:np.float64(197.89439010620117) - actor/lr:np.float64(5e-06) - training/global_step:21 - training/epoch:0 - critic/score/mean:0.49609375 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.49609375 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.004199948627501726 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:-0.004199948627501726 - critic/returns/max:0.875 - critic/returns/min:-0.875 - response_length/mean:319.828125 - response_length/max:754.0 - response_length/min:131.0 - response_length/clip_rat
step:22 - global_seqlen/min:16347 - global_seqlen/max:20546 - global_seqlen/minmax_diff:4199 - global_seqlen/balanced_min:18588 - global_seqlen/balanced_max:18599 - global_seqlen/mean:18594.25 - actor/entropy:0.35432469844818115 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.16197025775909424 - training/rollout_probs_diff_mean:0.004459240939468145 - training/rollout_probs_diff_std:0.010722416453063488 - training/rollout_actor_probs_pearson_corr:0.9991515874862671 - self_distillation/success_group_fraction:0.75 - self_distillation/success_sample_fraction:0.734375 - 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:0.734375 - rollout_corr/rollout_is_mean:1.0001882314682007 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:0.0 - rollout_corr/rollout_is_max:1.6118755340576172 - rollout_corr/rollout_is_min:0.5127047896385193 - rollout_corr/rollout_is_std:0.03422325477004051 - rollout_corr/rollout_is_eff_sample_size:0.9988306146304267 - rollout_corr/rollout_is_seq_mean:1.000218152999878 - rollout_corr/rollout_is_seq_std:0.0021334034390747547 - rollout_corr/rollout_is_seq_max:1.007759928703308 - rollout_corr/rollout_is_seq_min:0.9937530755996704 - rollout_corr/rollout_is_seq_max_deviation:0.0077599287033081055 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.4698397861793637) - rollout_corr/training_log_ppl:np.float64(0.3775167253334075) - rollout_corr/kl:np.float64(0.0004313875398054279) - rollout_corr/k3_kl:np.float64(0.0006496626250509507) - rollout_corr/rollout_ppl:np.float64(1.4691819273866713) - rollout_corr/rollout_log_ppl:np.float64(0.3770853361056652) - rollout_corr/log_ppl_diff:np.float64(0.00043138922774232924) - rollout_corr/log_ppl_abs_diff:np.float64(0.0016710542549844831) - rollout_corr/log_ppl_diff_max:np.float64(0.0073642730712890625) - rollout_corr/log_ppl_diff_min:np.float64(-0.006732374429702759) - rollout_corr/ppl_ratio:np.float64(1.0004337294958532) - rollout_corr/chi2_token:np.float64(0.0017434582114219666) - rollout_corr/chi2_seq:np.float64(0.6599689761642367) - actor/pg_loss:np.float64(-0.07067689325231186) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.07521551597164944) - srpo/sdpo_loss:np.float64(0.004538622719337582) - srpo/routed_loss:np.float64(-0.07067689325231186) - srpo/routed_token_count:np.float64(325.5078125) - srpo/correct_sample_fraction:np.float64(0.5078125) - srpo/sdpo_sample_fraction:np.float64(0.2421875) - srpo/grpo_sample_fraction:np.float64(0.7578125) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.08003542496589944) - self_distillation/dynamic_weight_mean:np.float64(0.2421875016298145) - self_distillation/dynamic_weight_max:np.float64(1.5243829488754272) - self_distillation/empty_target_batch:np.float64(0.265625) - actor/grad_norm:np.float64(0.1266874074935913) - perf/mfu/actor:np.float64(0.04506330140305719) - perf/max_memory_allocated_gb:np.float64(132.45595741271973) - perf/max_memory_reserved_gb:np.float64(142.865234375) - perf/cpu_memory_used_gb:np.float64(197.16895055770874) - actor/lr:np.float64(5e-06) - training/global_step:22 - 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:-0.007188287563621998 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:-0.007188287563621998 - critic/returns/max:0.875 - critic/returns/min:-0.875 - response_length/mean:325.5078125 - response_length/max:969.0 - response_length/min:130.0 - response_length/clip_ratio:0.0
step:23 - global_seqlen/min:14676 - global_seqlen/max:22495 - global_seqlen/minmax_diff:7819 - global_seqlen/balanced_min:19174 - global_seqlen/balanced_max:19175 - global_seqlen/mean:19174.875 - actor/entropy:0.38988563418388367 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.1846327781677246 - training/rollout_probs_diff_mean:0.004645791836082935 - training/rollout_probs_diff_std:0.010676023550331593 - training/rollout_actor_probs_pearson_corr:0.9992189407348633 - self_distillation/success_group_fraction:0.875 - self_distillation/success_sample_fraction:0.87109375 - self_distillation/correct_sample_fraction:0.73828125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.87109375 - rollout_corr/rollout_is_mean:1.0000709295272827 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:0.0 - rollout_corr/rollout_is_max:1.6245051622390747 - rollout_corr/rollout_is_min:0.5241534113883972 - rollout_corr/rollout_is_std:0.034630123525857925 - rollout_corr/rollout_is_eff_sample_size:0.9988023099379937 - rollout_corr/rollout_is_seq_mean:1.0000739097595215 - rollout_corr/rollout_is_seq_std:0.0023119982797652483 - rollout_corr/rollout_is_seq_max:1.0054588317871094 - rollout_corr/rollout_is_seq_min:0.9903671145439148 - rollout_corr/rollout_is_seq_max_deviation:0.009632885456085205 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.5239303563721478) - rollout_corr/training_log_ppl:np.float64(0.41348383302101865) - rollout_corr/kl:np.float64(0.0005723308411875738) - rollout_corr/k3_kl:np.float64(0.0006462576726278257) - rollout_corr/rollout_ppl:np.float64(1.5230496977455914) - rollout_corr/rollout_log_ppl:np.float64(0.4129115010728128) - rollout_corr/log_ppl_diff:np.float64(0.0005723319482058287) - rollout_corr/log_ppl_abs_diff:np.float64(0.00183523865416646) - rollout_corr/log_ppl_diff_max:np.float64(0.010636866092681885) - rollout_corr/log_ppl_diff_min:np.float64(-0.0048055946826934814) - rollout_corr/ppl_ratio:np.float64(1.000575183192268) - rollout_corr/chi2_token:np.float64(0.00145356310531497) - rollout_corr/chi2_seq:np.float64(0.5891972612589598) - actor/pg_loss:np.float64(-0.06647781473475334) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.06984668879886158) - srpo/sdpo_loss:np.float64(0.0033688740641082404) - srpo/routed_loss:np.float64(-0.06647781473475334) - srpo/routed_token_count:np.float64(321.49609375) - srpo/correct_sample_fraction:np.float64(0.73828125) - srpo/sdpo_sample_fraction:np.float64(0.13671875) - srpo/grpo_sample_fraction:np.float64(0.86328125) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.05229324183892459) - self_distillation/dynamic_weight_mean:np.float64(0.1367187516298145) - self_distillation/dynamic_weight_max:np.float64(1.6709636449813843) - self_distillation/empty_target_batch:np.float64(0.12890625) - actor/grad_norm:np.float64(0.10073072463274002) - perf/mfu/actor:np.float64(0.04693373265535673) - perf/max_memory_allocated_gb:np.float64(132.45595741271973) - perf/max_memory_reserved_gb:np.float64(142.865234375) - perf/cpu_memory_used_gb:np.float64(196.66519165039062) - actor/lr:np.float64(5e-06) - training/global_step:23 - training/epoch:0 - critic/score/mean:0.73828125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.73828125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.0029206103645265102 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:0.0029206103645265102 - critic/returns/max:0.875 - critic/returns/min:-0.875 - response_length/mean:321.49609375 - response_length/max:893.0 - response_length/min:145.0 - response_length/c
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step:27 - global_seqlen/min:16414 - global_seqlen/max:21944 - global_seqlen/minmax_diff:5530 - global_seqlen/balanced_min:19147 - global_seqlen/balanced_max:19150 - global_seqlen/mean:19148.625 - actor/entropy:0.4149443209171295 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.8798266053199768 - training/rollout_probs_diff_mean:0.0043234690092504025 - training/rollout_probs_diff_std:0.011272597126662731 - training/rollout_actor_probs_pearson_corr:0.9992205500602722 - self_distillation/success_group_fraction:0.90625 - self_distillation/success_sample_fraction:0.88671875 - 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:0.88671875 - rollout_corr/rollout_is_mean:1.0000797510147095 - rollout_corr/rollout_is_ratio_fraction_high:1.1465128409327008e-05 - rollout_corr/rollout_is_ratio_fraction_low:5.732564386562444e-05 - rollout_corr/rollout_is_max:2.2519025802612305 - rollout_corr/rollout_is_min:0.02488594502210617 - rollout_corr/rollout_is_std:0.033273063600063324 - rollout_corr/rollout_is_eff_sample_size:0.9988942465813453 - rollout_corr/rollout_is_seq_mean:1.0001091957092285 - rollout_corr/rollout_is_seq_std:0.0020204484462738037 - rollout_corr/rollout_is_seq_max:1.0058717727661133 - rollout_corr/rollout_is_seq_min:0.9954020380973816 - rollout_corr/rollout_is_seq_max_deviation:0.005871772766113281 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.5463653751648962) - rollout_corr/training_log_ppl:np.float64(0.4259867175715044) - rollout_corr/kl:np.float64(0.0005348076640707689) - rollout_corr/k3_kl:np.float64(0.0006440735302248868) - rollout_corr/rollout_ppl:np.float64(1.5455749221146107) - rollout_corr/rollout_log_ppl:np.float64(0.42545190596138127) - rollout_corr/log_ppl_diff:np.float64(0.0005348116101231426) - rollout_corr/log_ppl_abs_diff:np.float64(0.001684188115177676) - rollout_corr/log_ppl_diff_max:np.float64(0.007071435451507568) - rollout_corr/log_ppl_diff_min:np.float64(-0.005022376775741577) - rollout_corr/ppl_ratio:np.float64(1.0005372113082558) - rollout_corr/chi2_token:np.float64(0.0014060547109693289) - rollout_corr/chi2_seq:np.float64(0.5158218648284674) - actor/pg_loss:np.float64(-0.0953164017682866) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.10202614511945285) - srpo/sdpo_loss:np.float64(0.006709743351166253) - srpo/routed_loss:np.float64(-0.0953164017682866) - srpo/routed_token_count:np.float64(340.70703125) - srpo/correct_sample_fraction:np.float64(0.58203125) - srpo/sdpo_sample_fraction:np.float64(0.32421875) - srpo/grpo_sample_fraction:np.float64(0.67578125) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.1297742006718181) - self_distillation/dynamic_weight_mean:np.float64(0.32421875023283064) - self_distillation/dynamic_weight_max:np.float64(1.5719821453094482) - self_distillation/empty_target_batch:np.float64(0.11328125) - actor/grad_norm:np.float64(0.14564067125320435) - perf/mfu/actor:np.float64(0.04657792903735031) - perf/max_memory_allocated_gb:np.float64(149.75289154052734) - perf/max_memory_reserved_gb:np.float64(160.31640625) - perf/cpu_memory_used_gb:np.float64(196.3760528564453) - actor/lr:np.float64(5e-06) - training/global_step:27 - 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:0.00031529105035588145 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:0.00031529105035588145 - critic/returns/max:0.875 - critic/returns/min:-0.875 - response_length/mean:340.70703125 - response_length/max:675.0 - respo
step:28 - global_seqlen/min:17394 - global_seqlen/max:21654 - global_seqlen/minmax_diff:4260 - global_seqlen/balanced_min:19025 - global_seqlen/balanced_max:19064 - global_seqlen/mean:19031.0 - actor/entropy:0.44819656014442444 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.3797495365142822 - training/rollout_probs_diff_mean:0.004718984477221966 - training/rollout_probs_diff_std:0.010396217927336693 - training/rollout_actor_probs_pearson_corr:0.999322772026062 - self_distillation/success_group_fraction:0.9375 - self_distillation/success_sample_fraction:0.921875 - self_distillation/correct_sample_fraction:0.60546875 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.921875 - rollout_corr/rollout_is_mean:1.0000207424163818 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:0.0 - rollout_corr/rollout_is_max:1.8591378927230835 - rollout_corr/rollout_is_min:0.535514235496521 - rollout_corr/rollout_is_std:0.034431617707014084 - rollout_corr/rollout_is_eff_sample_size:0.9988157485205191 - rollout_corr/rollout_is_seq_mean:0.9999289512634277 - rollout_corr/rollout_is_seq_std:0.00209997221827507 - rollout_corr/rollout_is_seq_max:1.0049718618392944 - rollout_corr/rollout_is_seq_min:0.9917517304420471 - rollout_corr/rollout_is_seq_max_deviation:0.00824826955795288 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.588939093053341) - rollout_corr/training_log_ppl:np.float64(0.4537384598515928) - rollout_corr/kl:np.float64(0.0006902517041309508) - rollout_corr/k3_kl:np.float64(0.0006191839530060861) - rollout_corr/rollout_ppl:np.float64(1.587794488761574) - rollout_corr/rollout_log_ppl:np.float64(0.45304820529418066) - rollout_corr/log_ppl_diff:np.float64(0.0006902545574121177) - rollout_corr/log_ppl_abs_diff:np.float64(0.001676431915257126) - rollout_corr/log_ppl_diff_max:np.float64(0.009089052677154541) - rollout_corr/log_ppl_diff_min:np.float64(-0.004191398620605469) - rollout_corr/ppl_ratio:np.float64(1.0006927528884262) - rollout_corr/chi2_token:np.float64(0.0011026046704500914) - rollout_corr/chi2_seq:np.float64(0.33617734047584236) - actor/pg_loss:np.float64(-0.10128163244189636) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.10883047318202443) - srpo/sdpo_loss:np.float64(0.007548840740128071) - srpo/routed_loss:np.float64(-0.10128163244189636) - srpo/routed_token_count:np.float64(322.3125) - srpo/correct_sample_fraction:np.float64(0.60546875) - srpo/sdpo_sample_fraction:np.float64(0.33203125) - srpo/grpo_sample_fraction:np.float64(0.66796875) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.1390057496901136) - self_distillation/dynamic_weight_mean:np.float64(0.3320312511641532) - self_distillation/dynamic_weight_max:np.float64(1.6517930030822754) - self_distillation/empty_target_batch:np.float64(0.078125) - actor/grad_norm:np.float64(0.17351306974887848) - perf/mfu/actor:np.float64(0.04647555194069838) - perf/max_memory_allocated_gb:np.float64(149.75289154052734) - perf/max_memory_reserved_gb:np.float64(160.31640625) - perf/cpu_memory_used_gb:np.float64(196.53758811950684) - actor/lr:np.float64(5e-06) - training/global_step:28 - training/epoch:0 - critic/score/mean:0.60546875 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.60546875 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.007927634753286839 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:-0.007927634753286839 - critic/returns/max:0.875 - critic/returns/min:-0.875 - response_length/mean:322.3125 - response_length/max:910.0 - response_length/min:142.0 - response_length/clip_ratio:0.0 - respo
step:29 - global_seqlen/min:17133 - global_seqlen/max:25456 - global_seqlen/minmax_diff:8323 - global_seqlen/balanced_min:20778 - global_seqlen/balanced_max:21214 - global_seqlen/mean:20842.75 - actor/entropy:0.3868924081325531 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.22548168897628784 - training/rollout_probs_diff_mean:0.003943559713661671 - training/rollout_probs_diff_std:0.009302451275289059 - training/rollout_actor_probs_pearson_corr:0.9994109869003296 - self_distillation/success_group_fraction:0.875 - self_distillation/success_sample_fraction:0.86328125 - 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:0.86328125 - rollout_corr/rollout_is_mean:0.999891996383667 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:0.0 - rollout_corr/rollout_is_max:1.6474725008010864 - rollout_corr/rollout_is_min:0.5352628231048584 - rollout_corr/rollout_is_std:0.03136613219976425 - rollout_corr/rollout_is_eff_sample_size:0.9990170137367983 - rollout_corr/rollout_is_seq_mean:0.9998056888580322 - rollout_corr/rollout_is_seq_std:0.0019753461237996817 - rollout_corr/rollout_is_seq_max:1.0073505640029907 - rollout_corr/rollout_is_seq_min:0.9921833276748657 - rollout_corr/rollout_is_seq_max_deviation:0.007816672325134277 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.5273611112497747) - rollout_corr/training_log_ppl:np.float64(0.41153318734723143) - rollout_corr/kl:np.float64(0.0007262939214882635) - rollout_corr/k3_kl:np.float64(0.000531975518811123) - rollout_corr/rollout_ppl:np.float64(1.5261691333726048) - rollout_corr/rollout_log_ppl:np.float64(0.41080689171212725) - rollout_corr/log_ppl_diff:np.float64(0.0007262956351041794) - rollout_corr/log_ppl_abs_diff:np.float64(0.0015831687487661839) - rollout_corr/log_ppl_diff_max:np.float64(0.008541345596313477) - rollout_corr/log_ppl_diff_min:np.float64(-0.006328463554382324) - rollout_corr/ppl_ratio:np.float64(1.0007285522297025) - rollout_corr/chi2_token:np.float64(0.0006829444319009781) - rollout_corr/chi2_seq:np.float64(0.5034442087635398) - actor/pg_loss:np.float64(-0.10478546040212677) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.11034141626441851) - srpo/sdpo_loss:np.float64(0.005555955862291739) - srpo/routed_loss:np.float64(-0.10478546040212677) - srpo/routed_token_count:np.float64(374.5859375) - srpo/correct_sample_fraction:np.float64(0.5625) - srpo/sdpo_sample_fraction:np.float64(0.3125) - srpo/grpo_sample_fraction:np.float64(0.6875) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.11363927979255095) - self_distillation/dynamic_weight_mean:np.float64(0.3125000004656613) - self_distillation/dynamic_weight_max:np.float64(1.6596486568450928) - self_distillation/empty_target_batch:np.float64(0.13671875) - actor/grad_norm:np.float64(0.1293143481016159) - perf/mfu/actor:np.float64(0.05016100040763234) - perf/max_memory_allocated_gb:np.float64(149.75289154052734) - perf/max_memory_reserved_gb:np.float64(160.31640625) - perf/cpu_memory_used_gb:np.float64(196.71257877349854) - actor/lr:np.float64(5e-06) - training/global_step:29 - 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:0.013371535576879978 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:0.013371535576879978 - critic/returns/max:0.875 - critic/returns/min:-0.875 - response_length/mean:374.5859375 - response_length/max:1489.0 - response_length/min:114.0 - response_length/clip_ratio:0.0 - response_leng
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 the correct reactant for the synthesis of the product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1", we need to identify the molecule that contains the same functional groups and structural features as the target product.
The product contains:
- A nitrogen-containing ring (nitrile or amide-like structure),
- A chlorinated aromatic ring (with Cl),
- A fluorinated aromatic ring (with C(F)(F)F),
- A nitrogen atom bonded to a carbon chain that includes the chlorinated and fluorinated aromatic rings.
Now, let's evaluate the options:
- **Option A** contains a nitrile group (C≡N), a chlorinated aromatic ring, and a fluorinated aromatic ring. It also includes a nitrogen atom in a ring, which matches the structure of the product. This is a strong candidate.
- **Option B** includes a chlorine atom and a fluorinated ring, but the structure does not match the nitrile or the specific ring arrangement of the product.
- **Option C** includes a fluorinated ring and a hydroxyl group, which is not present in the target product.
- **Option D** contains a fluorinated ring and a double bond, but it lacks the nitrogen ring structure required for the product.
Thus, **Option A** is the only molecule that contains all the required functional groups and structural elements to be the correct reactant for the synthesis of the product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1".
</reasoning>
<answer>
A
</answer>
[ground_truth] A
[score] 1.0
[acc] 1.0
[pred] A
[incorrect_format] 1
[feedback]
local_global_step_folder: /workspace/L2T/checkpoints/datasets/sciknoweval/chemistry/qwen3gen-chemistry-SRPO_TR-Qwen-Qwen3-8B-mbs32-tr0.1-dwtrue-train32-rollout8-lr5e-6-vllm0.8/global_step_30
step:30 - global_seqlen/min:18477 - global_seqlen/max:26663 - global_seqlen/minmax_diff:8186 - global_seqlen/balanced_min:21169 - global_seqlen/balanced_max:21174 - global_seqlen/mean:21172.0 - actor/entropy:0.3558143377304077 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.7716197967529297 - training/rollout_probs_diff_mean:0.0041268919594585896 - training/rollout_probs_diff_std:0.010997132398188114 - training/rollout_actor_probs_pearson_corr:0.9991487264633179 - self_distillation/success_group_fraction:0.78125 - self_distillation/success_sample_fraction:0.7578125 - 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:0.7578125 - rollout_corr/rollout_is_mean:1.0001308917999268 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:4.4341966713545844e-05 - rollout_corr/rollout_is_max:1.581742525100708 - rollout_corr/rollout_is_min:0.10997854918241501 - rollout_corr/rollout_is_std:0.03319235146045685 - rollout_corr/rollout_is_eff_sample_size:0.9988998370653812 - rollout_corr/rollout_is_seq_mean:1.0000998973846436 - rollout_corr/rollout_is_seq_std:0.0021569826640188694 - rollout_corr/rollout_is_seq_max:1.0057772397994995 - rollout_corr/rollout_is_seq_min:0.9923914074897766 - rollout_corr/rollout_is_seq_max_deviation:0.007608592510223389 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.4855312062427402) - rollout_corr/training_log_ppl:np.float64(0.3855341548623983) - rollout_corr/kl:np.float64(0.0005283912778324407) - rollout_corr/k3_kl:np.float64(0.0006282739947494065) - rollout_corr/rollout_ppl:np.float64(1.484723202418536) - rollout_corr/rollout_log_ppl:np.float64(0.3850057611998636) - rollout_corr/log_ppl_diff:np.float64(0.0005283936625346541) - rollout_corr/log_ppl_abs_diff:np.float64(0.0017195909167639911) - rollout_corr/log_ppl_diff_max:np.float64(0.008442223072052002) - rollout_corr/log_ppl_diff_min:np.float64(-0.004758298397064209) - rollout_corr/ppl_ratio:np.float64(1.0005309183616191) - rollout_corr/chi2_token:np.float64(0.0014368104748427868) - rollout_corr/chi2_seq:np.float64(0.6821754479315132) - actor/pg_loss:np.float64(-0.08127161228730984) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.08740414105704986) - srpo/sdpo_loss:np.float64(0.00613252876974002) - srpo/routed_loss:np.float64(-0.08127161228730984) - srpo/routed_token_count:np.float64(352.375) - srpo/correct_sample_fraction:np.float64(0.43359375) - srpo/sdpo_sample_fraction:np.float64(0.34765625) - srpo/grpo_sample_fraction:np.float64(0.65234375) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.13002013671211898) - self_distillation/dynamic_weight_mean:np.float64(0.34765625302679837) - self_distillation/dynamic_weight_max:np.float64(1.7029565572738647) - self_distillation/empty_target_batch:np.float64(0.2421875) - actor/grad_norm:np.float64(0.1513621062040329) - perf/mfu/actor:np.float64(0.05175551713808847) - perf/max_memory_allocated_gb:np.float64(149.75289154052734) - perf/max_memory_reserved_gb:np.float64(160.31640625) - perf/cpu_memory_used_gb:np.float64(196.58666467666626) - actor/lr:np.float64(5e-06) - val-aux/sciknoweval/reward/mean@16:np.float64(0.6571428571428571) - val-aux/sciknoweval/reward/std@16:np.float64(0.19894500041514396) - val-aux/sciknoweval/reward/best@2/mean:np.float64(0.7378428571428571) - val-aux/sciknoweval/reward/best@2/std:np.float64(0.15358444280639943) - val-aux/sciknoweval/reward/worst@2/mean:np.float64(0.5754333333333334) - val-aux/sciknoweval/reward/worst@2/std:np.float64(0.18359878983352199) - val-aux/sciknoweval/reward/maj@2/mean:np.float64(0.6569238095238095) - val-aux/sciknow
step:31 - global_seqlen/min:17506 - global_seqlen/max:24099 - global_seqlen/minmax_diff:6593 - global_seqlen/balanced_min:20165 - global_seqlen/balanced_max:20330 - global_seqlen/mean:20186.75 - actor/entropy:0.3570491373538971 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.25833648443222046 - training/rollout_probs_diff_mean:0.004351479932665825 - training/rollout_probs_diff_std:0.010515912435948849 - training/rollout_actor_probs_pearson_corr:0.9992139339447021 - self_distillation/success_group_fraction:0.90625 - self_distillation/success_sample_fraction:0.8984375 - self_distillation/correct_sample_fraction:0.6640625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.8984375 - rollout_corr/rollout_is_mean:0.9999133944511414 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:0.0 - rollout_corr/rollout_is_max:1.6952556371688843 - rollout_corr/rollout_is_min:0.613182544708252 - rollout_corr/rollout_is_std:0.03401712328195572 - rollout_corr/rollout_is_eff_sample_size:0.9988439350407945 - rollout_corr/rollout_is_seq_mean:0.9999037384986877 - rollout_corr/rollout_is_seq_std:0.0019087932305410504 - rollout_corr/rollout_is_seq_max:1.0076055526733398 - rollout_corr/rollout_is_seq_min:0.9937334060668945 - rollout_corr/rollout_is_seq_max_deviation:0.007605552673339844 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.4590677530504763) - rollout_corr/training_log_ppl:np.float64(0.37038733388180844) - rollout_corr/kl:np.float64(0.0007148136270309635) - rollout_corr/k3_kl:np.float64(0.0006185856908871301) - rollout_corr/rollout_ppl:np.float64(1.4579716809093952) - rollout_corr/rollout_log_ppl:np.float64(0.3696725189802237) - rollout_corr/log_ppl_diff:np.float64(0.0007148149015847594) - rollout_corr/log_ppl_abs_diff:np.float64(0.0015622538921888918) - rollout_corr/log_ppl_diff_max:np.float64(0.007090747356414795) - rollout_corr/log_ppl_diff_min:np.float64(-0.0066414475440979) - rollout_corr/ppl_ratio:np.float64(1.000716918380931) - rollout_corr/chi2_token:np.float64(0.001048606587573886) - rollout_corr/chi2_seq:np.float64(0.24085880909115076) - actor/pg_loss:np.float64(-0.08881684666812362) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.09279592501115985) - srpo/sdpo_loss:np.float64(0.003979078343036235) - srpo/routed_loss:np.float64(-0.08881684666812362) - srpo/routed_token_count:np.float64(350.9921875) - srpo/correct_sample_fraction:np.float64(0.6640625) - srpo/sdpo_sample_fraction:np.float64(0.2421875) - srpo/grpo_sample_fraction:np.float64(0.7578125) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.07057759893359616) - self_distillation/dynamic_weight_mean:np.float64(0.24218750232830644) - self_distillation/dynamic_weight_max:np.float64(1.4026304483413696) - self_distillation/empty_target_batch:np.float64(0.1015625) - actor/grad_norm:np.float64(0.12096338719129562) - perf/mfu/actor:np.float64(0.04915516993215124) - perf/max_memory_allocated_gb:np.float64(149.75289154052734) - perf/max_memory_reserved_gb:np.float64(160.31640625) - perf/cpu_memory_used_gb:np.float64(197.80625534057617) - actor/lr:np.float64(5e-06) - training/global_step:31 - training/epoch:0 - critic/score/mean:0.6640625 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.6640625 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.002320430940017104 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:-0.002320430940017104 - critic/returns/max:0.875 - critic/returns/min:-0.875 - response_length/mean:350.9921875 - response_length/max:1298.0 - response_length/min:122.0 - response_length/clip_ratio:0
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step:39 - global_seqlen/min:14397 - global_seqlen/max:25625 - global_seqlen/minmax_diff:11228 - global_seqlen/balanced_min:20333 - global_seqlen/balanced_max:20335 - global_seqlen/mean:20334.625 - actor/entropy:0.43753883242607117 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.22950392961502075 - training/rollout_probs_diff_mean:0.004383872728794813 - training/rollout_probs_diff_std:0.009687982499599457 - training/rollout_actor_probs_pearson_corr:0.9993665814399719 - self_distillation/success_group_fraction:0.9375 - self_distillation/success_sample_fraction:0.91796875 - 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:0.91796875 - rollout_corr/rollout_is_mean:1.0000824928283691 - rollout_corr/rollout_is_ratio_fraction_high:1.1060355973313563e-05 - rollout_corr/rollout_is_ratio_fraction_low:1.1060355973313563e-05 - rollout_corr/rollout_is_max:3.1216232776641846 - rollout_corr/rollout_is_min:0.4722694754600525 - rollout_corr/rollout_is_std:0.03345884755253792 - rollout_corr/rollout_is_eff_sample_size:0.9988821142567822 - rollout_corr/rollout_is_seq_mean:1.0000559091567993 - rollout_corr/rollout_is_seq_std:0.0020881060045212507 - rollout_corr/rollout_is_seq_max:1.007974624633789 - rollout_corr/rollout_is_seq_min:0.994015097618103 - rollout_corr/rollout_is_seq_max_deviation:0.007974624633789062 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.5771854338236153) - rollout_corr/training_log_ppl:np.float64(0.44649062905227765) - rollout_corr/kl:np.float64(0.000529431266485858) - rollout_corr/k3_kl:np.float64(0.0005853498021224368) - rollout_corr/rollout_ppl:np.float64(1.576344080734998) - rollout_corr/rollout_log_ppl:np.float64(0.4459611967904493) - rollout_corr/log_ppl_diff:np.float64(0.0005294322618283331) - rollout_corr/log_ppl_abs_diff:np.float64(0.0016428118688054383) - rollout_corr/log_ppl_diff_max:np.float64(0.0069314539432525635) - rollout_corr/log_ppl_diff_min:np.float64(-0.005884826183319092) - rollout_corr/ppl_ratio:np.float64(1.0005316617898643) - rollout_corr/chi2_token:np.float64(0.0013176046777516603) - rollout_corr/chi2_seq:np.float64(0.7660247103776783) - actor/pg_loss:np.float64(-0.06528454778162995) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.07076795410830528) - srpo/sdpo_loss:np.float64(0.005483406326675322) - srpo/routed_loss:np.float64(-0.06528454778162995) - srpo/routed_token_count:np.float64(353.17578125) - srpo/correct_sample_fraction:np.float64(0.64453125) - srpo/sdpo_sample_fraction:np.float64(0.29296875) - srpo/grpo_sample_fraction:np.float64(0.70703125) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.1215132337238174) - self_distillation/dynamic_weight_mean:np.float64(0.29296875302679837) - self_distillation/dynamic_weight_max:np.float64(1.632083773612976) - self_distillation/empty_target_batch:np.float64(0.08203125) - actor/grad_norm:np.float64(0.1547842025756836) - perf/mfu/actor:np.float64(0.049421253492996996) - perf/max_memory_allocated_gb:np.float64(149.75289154052734) - perf/max_memory_reserved_gb:np.float64(160.31640625) - perf/cpu_memory_used_gb:np.float64(196.9262924194336) - actor/lr:np.float64(5e-06) - training/global_step:39 - training/epoch:0 - 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:-0.0055246478877961636 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:-0.0055246478877961636 - critic/returns/max:0.875 - critic/returns/min:-0.875 - response_length/mean:353.17578125 - response_length/max:845.0 - respon
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>
The target product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1" contains a specific structure: a nitrogen-containing ring (likely a pyrrole or similar), a chlorinated aromatic ring, and a trifluorinated carbon group (C(F)(F)F).
Option A: "O=C1c2ccccc2C(=O)N1c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1" contains a nitrogen ring with the correct fluorinated aromatic ring and chlorine, matching the structure of the target product.
Option B: Contains a different arrangement of atoms and lacks the trifluorinated carbon group.
Option C: Contains a hydroxyl group and a different structure of the fluorinated ring, which does not match the target product.
Option D: Has a different functional group and structure, missing the correct nitrogen ring and fluorinated group.
Therefore, Option A is the only one that matches the structure of the target product.
</reasoning>
<answer>
A
</answer>
[ground_truth] A
[score] 1.0
[acc] 1.0
[pred] A
[incorrect_format] 1
[feedback]
local_global_step_folder: /workspace/L2T/checkpoints/datasets/sciknoweval/chemistry/qwen3gen-chemistry-SRPO_TR-Qwen-Qwen3-8B-mbs32-tr0.1-dwtrue-train32-rollout8-lr5e-6-vllm0.8/global_step_40
step:40 - global_seqlen/min:15911 - global_seqlen/max:24232 - global_seqlen/minmax_diff:8321 - global_seqlen/balanced_min:20602 - global_seqlen/balanced_max:20606 - global_seqlen/mean:20604.875 - actor/entropy:0.46418753266334534 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.24389708042144775 - training/rollout_probs_diff_mean:0.004484218545258045 - training/rollout_probs_diff_std:0.009685778059065342 - training/rollout_actor_probs_pearson_corr:0.9993940591812134 - self_distillation/success_group_fraction:0.8125 - self_distillation/success_sample_fraction:0.796875 - self_distillation/correct_sample_fraction:0.62109375 - 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:0.9999793767929077 - rollout_corr/rollout_is_ratio_fraction_high:1.1793704288720619e-05 - rollout_corr/rollout_is_ratio_fraction_low:0.0 - rollout_corr/rollout_is_max:2.104719400405884 - rollout_corr/rollout_is_min:0.5360895991325378 - rollout_corr/rollout_is_std:0.03385201469063759 - rollout_corr/rollout_is_eff_sample_size:0.9988552338816478 - rollout_corr/rollout_is_seq_mean:1.0000172853469849 - rollout_corr/rollout_is_seq_std:0.002118913223966956 - rollout_corr/rollout_is_seq_max:1.0064846277236938 - rollout_corr/rollout_is_seq_min:0.9943442344665527 - rollout_corr/rollout_is_seq_max_deviation:0.006484627723693848 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.6162401298061013) - rollout_corr/training_log_ppl:np.float64(0.47070970362983644) - rollout_corr/kl:np.float64(0.0005711930538847554) - rollout_corr/k3_kl:np.float64(0.0005883991744326522) - rollout_corr/rollout_ppl:np.float64(1.615376097150147) - rollout_corr/rollout_log_ppl:np.float64(0.4701385085354559) - rollout_corr/log_ppl_diff:np.float64(0.0005711950943805277) - rollout_corr/log_ppl_abs_diff:np.float64(0.001706359616946429) - rollout_corr/log_ppl_diff_max:np.float64(0.006203114986419678) - rollout_corr/log_ppl_diff_min:np.float64(-0.0058518946170806885) - rollout_corr/ppl_ratio:np.float64(1.000573573866859) - rollout_corr/chi2_token:np.float64(0.0012191531714051962) - rollout_corr/chi2_seq:np.float64(0.4556426911149174) - actor/pg_loss:np.float64(-0.06544186719293066) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.06883945895242505) - srpo/sdpo_loss:np.float64(0.0033975917594943894) - srpo/routed_loss:np.float64(-0.06544186719293066) - srpo/routed_token_count:np.float64(331.21484375) - srpo/correct_sample_fraction:np.float64(0.62109375) - srpo/sdpo_sample_fraction:np.float64(0.19140625) - srpo/grpo_sample_fraction:np.float64(0.80859375) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.07497979828622192) - self_distillation/dynamic_weight_mean:np.float64(0.19140625186264515) - self_distillation/dynamic_weight_max:np.float64(1.6288305521011353) - self_distillation/empty_target_batch:np.float64(0.203125) - actor/grad_norm:np.float64(0.10317564755678177) - perf/mfu/actor:np.float64(0.05020082326197656) - perf/max_memory_allocated_gb:np.float64(149.75289154052734) - perf/max_memory_reserved_gb:np.float64(160.31640625) - perf/cpu_memory_used_gb:np.float64(196.88145303726196) - actor/lr:np.float64(5e-06) - val-aux/sciknoweval/reward/mean@16:np.float64(0.687202380952381) - val-aux/sciknoweval/reward/std@16:np.float64(0.18864691508385573) - val-aux/sciknoweval/reward/best@2/mean:np.float64(0.7624238095238096) - val-aux/sciknoweval/reward/best@2/std:np.float64(0.15623788939545272) - val-aux/sciknoweval/reward/worst@2/mean:np.float64(0.6114190476190476) - val-aux/sciknoweval/reward/worst@2/std:np.float64(0.16294165443720715) - val-aux/sciknoweval/reward/maj@2/mean:np.float64(0.6875666666666667) - val-aux/sci
step:41 - global_seqlen/min:14916 - global_seqlen/max:22959 - global_seqlen/minmax_diff:8043 - global_seqlen/balanced_min:18729 - global_seqlen/balanced_max:18734 - global_seqlen/mean:18732.375 - actor/entropy:0.45522943139076233 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.39721664786338806 - training/rollout_probs_diff_mean:0.0044524469412863255 - training/rollout_probs_diff_std:0.009824960492551327 - training/rollout_actor_probs_pearson_corr:0.9993643164634705 - self_distillation/success_group_fraction:0.90625 - self_distillation/success_sample_fraction:0.8828125 - self_distillation/correct_sample_fraction:0.625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.8828125 - rollout_corr/rollout_is_mean:0.9999255537986755 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:2.430163112876471e-05 - rollout_corr/rollout_is_max:1.4692851305007935 - rollout_corr/rollout_is_min:0.2927173972129822 - rollout_corr/rollout_is_std:0.03369140625 - rollout_corr/rollout_is_eff_sample_size:0.9988661761606453 - rollout_corr/rollout_is_seq_mean:0.9999945163726807 - rollout_corr/rollout_is_seq_std:0.002066683955490589 - rollout_corr/rollout_is_seq_max:1.0058201551437378 - rollout_corr/rollout_is_seq_min:0.9950087070465088 - rollout_corr/rollout_is_seq_max_deviation:0.005820155143737793 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.6068657375872135) - rollout_corr/training_log_ppl:np.float64(0.4630621191463433) - rollout_corr/kl:np.float64(0.0006016730167495155) - rollout_corr/k3_kl:np.float64(0.0005961646538139576) - rollout_corr/rollout_ppl:np.float64(1.6059175664559007) - rollout_corr/rollout_log_ppl:np.float64(0.4624604450946208) - rollout_corr/log_ppl_diff:np.float64(0.0006016740517225116) - rollout_corr/log_ppl_abs_diff:np.float64(0.0016927682154346257) - rollout_corr/log_ppl_diff_max:np.float64(0.005777508020401001) - rollout_corr/log_ppl_diff_min:np.float64(-0.005100607872009277) - rollout_corr/ppl_ratio:np.float64(1.0006039491854608) - rollout_corr/chi2_token:np.float64(0.0011800143402069807) - rollout_corr/chi2_seq:np.float64(0.3825054154731333) - actor/pg_loss:np.float64(-0.08442165148426284) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.08985013491474092) - srpo/sdpo_loss:np.float64(0.005428483430478082) - srpo/routed_loss:np.float64(-0.08442165148426284) - srpo/routed_token_count:np.float64(321.48046875) - srpo/correct_sample_fraction:np.float64(0.625) - srpo/sdpo_sample_fraction:np.float64(0.28125) - srpo/grpo_sample_fraction:np.float64(0.71875) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.11463365977397189) - self_distillation/dynamic_weight_mean:np.float64(0.2812500004656613) - self_distillation/dynamic_weight_max:np.float64(1.6790928840637207) - self_distillation/empty_target_batch:np.float64(0.1171875) - actor/grad_norm:np.float64(0.12891331315040588) - perf/mfu/actor:np.float64(0.04565433685522008) - perf/max_memory_allocated_gb:np.float64(149.75289154052734) - perf/max_memory_reserved_gb:np.float64(160.31640625) - perf/cpu_memory_used_gb:np.float64(197.91184854507446) - actor/lr:np.float64(5e-06) - training/global_step:41 - training/epoch:0 - critic/score/mean:0.625 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.625 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.004483650904148817 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:-0.004483650904148817 - critic/returns/max:0.875 - critic/returns/min:-0.875 - response_length/mean:321.48046875 - response_length/max:778.0 - response_length/min:148.0 - response_length/clip_ratio:0.0
step:42 - global_seqlen/min:14468 - global_seqlen/max:20650 - global_seqlen/minmax_diff:6182 - global_seqlen/balanced_min:17897 - global_seqlen/balanced_max:17899 - global_seqlen/mean:17898.25 - actor/entropy:0.44524770975112915 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.27219340205192566 - training/rollout_probs_diff_mean:0.0043832119554281235 - training/rollout_probs_diff_std:0.009606699459254742 - training/rollout_actor_probs_pearson_corr:0.9993855953216553 - self_distillation/success_group_fraction:0.90625 - self_distillation/success_sample_fraction:0.8984375 - 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:0.8984375 - rollout_corr/rollout_is_mean:1.000205159187317 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:1.2904891264042817e-05 - rollout_corr/rollout_is_max:1.6230565309524536 - rollout_corr/rollout_is_min:0.30208978056907654 - rollout_corr/rollout_is_std:0.033183373510837555 - rollout_corr/rollout_is_eff_sample_size:0.9989005507486984 - rollout_corr/rollout_is_seq_mean:1.0001862049102783 - rollout_corr/rollout_is_seq_std:0.001911638304591179 - rollout_corr/rollout_is_seq_max:1.00917649269104 - rollout_corr/rollout_is_seq_min:0.9935993552207947 - rollout_corr/rollout_is_seq_max_deviation:0.009176492691040039 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.5734205627813935) - rollout_corr/training_log_ppl:np.float64(0.44587916709133424) - rollout_corr/kl:np.float64(0.0003908680713919921) - rollout_corr/k3_kl:np.float64(0.0005770794769830445) - rollout_corr/rollout_ppl:np.float64(1.5727852829732) - rollout_corr/rollout_log_ppl:np.float64(0.44548829627456143) - rollout_corr/log_ppl_diff:np.float64(0.00039087081677280366) - rollout_corr/log_ppl_abs_diff:np.float64(0.0015247250848915428) - rollout_corr/log_ppl_diff_max:np.float64(0.007057368755340576) - rollout_corr/log_ppl_diff_min:np.float64(-0.008557796478271484) - rollout_corr/ppl_ratio:np.float64(1.0003928137011826) - rollout_corr/chi2_token:np.float64(0.0015250372234731913) - rollout_corr/chi2_seq:np.float64(0.42782377707771957) - actor/pg_loss:np.float64(-0.10132257301665959) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.10695971877430566) - srpo/sdpo_loss:np.float64(0.005637145757646067) - srpo/routed_loss:np.float64(-0.10132257301665959) - srpo/routed_token_count:np.float64(302.6953125) - srpo/correct_sample_fraction:np.float64(0.64453125) - srpo/sdpo_sample_fraction:np.float64(0.26171875) - srpo/grpo_sample_fraction:np.float64(0.73828125) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.10607803362654522) - self_distillation/dynamic_weight_mean:np.float64(0.2617187525611371) - self_distillation/dynamic_weight_max:np.float64(1.6414852142333984) - self_distillation/empty_target_batch:np.float64(0.1015625) - actor/grad_norm:np.float64(0.12501229345798492) - perf/mfu/actor:np.float64(0.043495422694598405) - perf/max_memory_allocated_gb:np.float64(149.75289154052734) - perf/max_memory_reserved_gb:np.float64(160.31640625) - perf/cpu_memory_used_gb:np.float64(197.29776763916016) - actor/lr:np.float64(5e-06) - training/global_step:42 - training/epoch:0 - 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:0.011049812659621239 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:0.011049812659621239 - critic/returns/max:0.875 - critic/returns/min:-0.875 - response_length/mean:302.6953125 - response_length/max:650.0 - response_length/min:154.0 - re
step:43 - global_seqlen/min:16863 - global_seqlen/max:20963 - global_seqlen/minmax_diff:4100 - global_seqlen/balanced_min:18628 - global_seqlen/balanced_max:18630 - global_seqlen/mean:18629.375 - actor/entropy:0.46630623936653137 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.1351245641708374 - training/rollout_probs_diff_mean:0.004427042324095964 - training/rollout_probs_diff_std:0.009452704340219498 - training/rollout_actor_probs_pearson_corr:0.9994356632232666 - self_distillation/success_group_fraction:0.90625 - self_distillation/success_sample_fraction:0.88671875 - 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:0.88671875 - rollout_corr/rollout_is_mean:0.9999434947967529 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:0.0 - rollout_corr/rollout_is_max:1.8404886722564697 - rollout_corr/rollout_is_min:0.6187398433685303 - rollout_corr/rollout_is_std:0.03321927785873413 - rollout_corr/rollout_is_eff_sample_size:0.9988975770749379 - rollout_corr/rollout_is_seq_mean:0.9999711513519287 - rollout_corr/rollout_is_seq_std:0.0021280087530612946 - rollout_corr/rollout_is_seq_max:1.0073354244232178 - rollout_corr/rollout_is_seq_min:0.9940288066864014 - rollout_corr/rollout_is_seq_max_deviation:0.0073354244232177734 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.6367164347320795) - rollout_corr/training_log_ppl:np.float64(0.4828014755912591) - rollout_corr/kl:np.float64(0.0006010708953088084) - rollout_corr/k3_kl:np.float64(0.0005722300516879386) - rollout_corr/rollout_ppl:np.float64(1.6357447290793061) - rollout_corr/rollout_log_ppl:np.float64(0.48220039941952564) - rollout_corr/log_ppl_diff:np.float64(0.000601076171733439) - rollout_corr/log_ppl_abs_diff:np.float64(0.00174069992499426) - rollout_corr/log_ppl_diff_max:np.float64(0.006749510765075684) - rollout_corr/log_ppl_diff_min:np.float64(-0.0062541961669921875) - rollout_corr/ppl_ratio:np.float64(1.000603506108746) - rollout_corr/chi2_token:np.float64(0.0010978484060615301) - rollout_corr/chi2_seq:np.float64(0.3312085000798106) - actor/pg_loss:np.float64(-0.06847735622068285) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.07418632347253151) - srpo/sdpo_loss:np.float64(0.005708967251848662) - srpo/routed_loss:np.float64(-0.06847735622068285) - srpo/routed_token_count:np.float64(279.23046875) - srpo/correct_sample_fraction:np.float64(0.6484375) - srpo/sdpo_sample_fraction:np.float64(0.2578125) - srpo/grpo_sample_fraction:np.float64(0.7421875) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.11333916458534077) - self_distillation/dynamic_weight_mean:np.float64(0.2578125020954758) - self_distillation/dynamic_weight_max:np.float64(1.5988959074020386) - self_distillation/empty_target_batch:np.float64(0.11328125) - actor/grad_norm:np.float64(0.13338765501976013) - perf/mfu/actor:np.float64(0.045835989560495796) - perf/max_memory_allocated_gb:np.float64(149.75289154052734) - perf/max_memory_reserved_gb:np.float64(160.31640625) - perf/cpu_memory_used_gb:np.float64(197.3518180847168) - actor/lr:np.float64(5e-06) - training/global_step:43 - training/epoch:0 - 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:0.0021543584298342466 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:0.0021543584298342466 - critic/returns/max:0.875 - critic/returns/min:-0.875 - response_length/mean:279.23046875 - response_length/max:563.0 - response_length/min:117.0 - response_length/clip_r
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step:49 - global_seqlen/min:16771 - global_seqlen/max:19294 - global_seqlen/minmax_diff:2523 - global_seqlen/balanced_min:17984 - global_seqlen/balanced_max:17987 - global_seqlen/mean:17985.625 - actor/entropy:0.4223562180995941 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.16782420873641968 - training/rollout_probs_diff_mean:0.004360088612884283 - training/rollout_probs_diff_std:0.009725361131131649 - training/rollout_actor_probs_pearson_corr:0.9993458986282349 - self_distillation/success_group_fraction:0.9375 - self_distillation/success_sample_fraction:0.9375 - self_distillation/correct_sample_fraction:0.7578125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.9375 - rollout_corr/rollout_is_mean:1.0000373125076294 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:0.0 - rollout_corr/rollout_is_max:1.5510412454605103 - rollout_corr/rollout_is_min:0.6414554715156555 - rollout_corr/rollout_is_std:0.03317798301577568 - rollout_corr/rollout_is_eff_sample_size:0.9989005507486984 - rollout_corr/rollout_is_seq_mean:1.0000441074371338 - rollout_corr/rollout_is_seq_std:0.0022229535970836878 - rollout_corr/rollout_is_seq_max:1.0069113969802856 - rollout_corr/rollout_is_seq_min:0.9936801791191101 - rollout_corr/rollout_is_seq_max_deviation:0.0069113969802856445 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.5675392425619066) - rollout_corr/training_log_ppl:np.float64(0.437957078916952) - rollout_corr/kl:np.float64(0.0005393229550314516) - rollout_corr/k3_kl:np.float64(0.0005835720966729241) - rollout_corr/rollout_ppl:np.float64(1.5666301953606308) - rollout_corr/rollout_log_ppl:np.float64(0.43741775531088933) - rollout_corr/log_ppl_diff:np.float64(0.0005393236060626805) - rollout_corr/log_ppl_abs_diff:np.float64(0.0017802273505367339) - rollout_corr/log_ppl_diff_max:np.float64(0.007090777158737183) - rollout_corr/log_ppl_diff_min:np.float64(-0.006095618009567261) - rollout_corr/ppl_ratio:np.float64(1.0005420204252005) - rollout_corr/chi2_token:np.float64(0.0012653782032430172) - rollout_corr/chi2_seq:np.float64(0.30491782864555717) - actor/pg_loss:np.float64(-0.08309106064189109) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.08689938005409203) - srpo/sdpo_loss:np.float64(0.0038083194122009445) - srpo/routed_loss:np.float64(-0.08309106064189109) - srpo/routed_token_count:np.float64(283.23828125) - srpo/correct_sample_fraction:np.float64(0.7578125) - srpo/sdpo_sample_fraction:np.float64(0.1796875) - srpo/grpo_sample_fraction:np.float64(0.8203125) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.06264669704250991) - self_distillation/dynamic_weight_mean:np.float64(0.179687503259629) - self_distillation/dynamic_weight_max:np.float64(1.6759812831878662) - self_distillation/empty_target_batch:np.float64(0.0625) - actor/grad_norm:np.float64(0.11861380934715271) - perf/mfu/actor:np.float64(0.04430913306128627) - perf/max_memory_allocated_gb:np.float64(149.75289154052734) - perf/max_memory_reserved_gb:np.float64(160.31640625) - perf/cpu_memory_used_gb:np.float64(197.11798191070557) - actor/lr:np.float64(5e-06) - training/global_step:49 - training/epoch:0 - critic/score/mean:0.7578125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.7578125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.001539464108645916 - critic/advantages/max:0.75 - critic/advantages/min:-0.875 - critic/returns/mean:0.001539464108645916 - critic/returns/max:0.75 - critic/returns/min:-0.875 - response_length/mean:283.23828125 - response_length/max:649.0 - response_length/min:106.0 - response_length/clip_ratio:0.0 - res
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>
The target product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1" contains a specific structure: a nitrogen-containing ring connected to a chlorinated aromatic ring with a trifluorinated carbon group.
Option A: "O=C1c2ccccc2C(=O)N1c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1" contains the correct trifluorinated aromatic ring, the chlorine atom, and the nitrogen-containing ring. It also includes the correct functional groups and connectivity.
Option B: "O=C1c2ccccc2C(Cl)N1c1ccc2ccc(Cl)nc2n1" has a different structure, with a misplaced chlorine and a different ring configuration, making it incorrect.
Option C: "O=C1c2ccccc2C(=O)N1Cc1ccc(Oc2ccc(Cl)c(C(F)(F)F)c2)cc1" includes an oxygen-containing group that is not present in the target molecule, making it incorrect.
Option D: "O=C1c2ccccc2C(=O)N1CC=C(Cc1ccccc1)C(F)(F)F" has a different structure with a double bond and incorrect placement of the trifluorinated group, making it incorrect.
Therefore, Option A is the only correct reactant that matches the target 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: /workspace/L2T/checkpoints/datasets/sciknoweval/chemistry/qwen3gen-chemistry-SRPO_TR-Qwen-Qwen3-8B-mbs32-tr0.1-dwtrue-train32-rollout8-lr5e-6-vllm0.8/global_step_50
step:50 - global_seqlen/min:15668 - global_seqlen/max:22875 - global_seqlen/minmax_diff:7207 - global_seqlen/balanced_min:17747 - global_seqlen/balanced_max:17752 - global_seqlen/mean:17750.5 - actor/entropy:0.32356467843055725 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.13839322328567505 - training/rollout_probs_diff_mean:0.003877913346514106 - training/rollout_probs_diff_std:0.009684939868748188 - training/rollout_actor_probs_pearson_corr:0.9992807507514954 - self_distillation/success_group_fraction:0.96875 - self_distillation/success_sample_fraction:0.9609375 - self_distillation/correct_sample_fraction:0.65625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.9609375 - rollout_corr/rollout_is_mean:0.9999958872795105 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:0.0 - rollout_corr/rollout_is_max:1.751487374305725 - rollout_corr/rollout_is_min:0.5104202628135681 - rollout_corr/rollout_is_std:0.03128240630030632 - rollout_corr/rollout_is_eff_sample_size:0.9990222486661019 - rollout_corr/rollout_is_seq_mean:0.9999993443489075 - rollout_corr/rollout_is_seq_std:0.0023086187429726124 - rollout_corr/rollout_is_seq_max:1.0064046382904053 - rollout_corr/rollout_is_seq_min:0.993079662322998 - rollout_corr/rollout_is_seq_max_deviation:0.006920337677001953 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.4397490345872939) - rollout_corr/training_log_ppl:np.float64(0.35570654342882335) - rollout_corr/kl:np.float64(0.000549424471401494) - rollout_corr/k3_kl:np.float64(0.0005487494592557596) - rollout_corr/rollout_ppl:np.float64(1.4389166603796184) - rollout_corr/rollout_log_ppl:np.float64(0.3551571185234934) - rollout_corr/log_ppl_diff:np.float64(0.0005494249053299427) - rollout_corr/log_ppl_abs_diff:np.float64(0.0017574544763192534) - rollout_corr/log_ppl_diff_max:np.float64(0.007718890905380249) - rollout_corr/log_ppl_diff_min:np.float64(-0.005334198474884033) - rollout_corr/ppl_ratio:np.float64(1.0005522454157472) - rollout_corr/chi2_token:np.float64(0.0011049809399992228) - rollout_corr/chi2_seq:np.float64(0.27074859221465886) - actor/pg_loss:np.float64(-0.11745847099700768) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.1230995946098119) - srpo/sdpo_loss:np.float64(0.005641123612804222) - srpo/routed_loss:np.float64(-0.11745847099700768) - srpo/routed_token_count:np.float64(274.953125) - srpo/correct_sample_fraction:np.float64(0.65625) - srpo/sdpo_sample_fraction:np.float64(0.3125) - srpo/grpo_sample_fraction:np.float64(0.6875) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.10172598352073692) - self_distillation/dynamic_weight_mean:np.float64(0.3125000027939677) - self_distillation/dynamic_weight_max:np.float64(1.5450893640518188) - self_distillation/empty_target_batch:np.float64(0.0390625) - actor/grad_norm:np.float64(0.13704557716846466) - perf/mfu/actor:np.float64(0.04267779537060148) - perf/max_memory_allocated_gb:np.float64(149.75289154052734) - perf/max_memory_reserved_gb:np.float64(160.31640625) - perf/cpu_memory_used_gb:np.float64(197.0948600769043) - actor/lr:np.float64(5e-06) - val-aux/sciknoweval/reward/mean@16:np.float64(0.7080357142857143) - val-aux/sciknoweval/reward/std@16:np.float64(0.17027018200144636) - val-aux/sciknoweval/reward/best@2/mean:np.float64(0.7783047619047619) - val-aux/sciknoweval/reward/best@2/std:np.float64(0.1443282971402189) - val-aux/sciknoweval/reward/worst@2/mean:np.float64(0.6375857142857142) - val-aux/sciknoweval/reward/worst@2/std:np.float64(0.14450831652311386) - val-aux/sciknoweval/reward/maj@2/mean:np.float64(0.7082428571428571) - val-aux/sciknoweval/reward/maj@2/std:np.float6
step:51 - global_seqlen/min:17193 - global_seqlen/max:19434 - global_seqlen/minmax_diff:2241 - global_seqlen/balanced_min:17997 - global_seqlen/balanced_max:18003 - global_seqlen/mean:18001.0 - actor/entropy:0.4176895320415497 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.1385253369808197 - training/rollout_probs_diff_mean:0.004739908501505852 - training/rollout_probs_diff_std:0.010310427285730839 - training/rollout_actor_probs_pearson_corr:0.9992532730102539 - self_distillation/success_group_fraction:0.84375 - self_distillation/success_sample_fraction:0.8359375 - self_distillation/correct_sample_fraction:0.63671875 - 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:1.0001846551895142 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:0.0 - rollout_corr/rollout_is_max:1.5303902626037598 - rollout_corr/rollout_is_min:0.6108550429344177 - rollout_corr/rollout_is_std:0.035090066492557526 - rollout_corr/rollout_is_eff_sample_size:0.9987706771800656 - rollout_corr/rollout_is_seq_mean:1.0002140998840332 - rollout_corr/rollout_is_seq_std:0.002305692760273814 - rollout_corr/rollout_is_seq_max:1.0090092420578003 - rollout_corr/rollout_is_seq_min:0.9940124750137329 - rollout_corr/rollout_is_seq_max_deviation:0.009009242057800293 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.5367693048901856) - rollout_corr/training_log_ppl:np.float64(0.4223989690945018) - rollout_corr/kl:np.float64(0.00041283182707996247) - rollout_corr/k3_kl:np.float64(0.000626929208550564) - rollout_corr/rollout_ppl:np.float64(1.536094892770052) - rollout_corr/rollout_log_ppl:np.float64(0.4219861378369387) - rollout_corr/log_ppl_diff:np.float64(0.00041283125756308436) - rollout_corr/log_ppl_abs_diff:np.float64(0.0018218833720311522) - rollout_corr/log_ppl_diff_max:np.float64(0.006566166877746582) - rollout_corr/log_ppl_diff_min:np.float64(-0.00790831446647644) - rollout_corr/ppl_ratio:np.float64(1.0004155428614467) - rollout_corr/chi2_token:np.float64(0.0016912491992115974) - rollout_corr/chi2_seq:np.float64(0.4717189180664718) - actor/pg_loss:np.float64(-0.07013046357133135) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.07575388290570118) - srpo/sdpo_loss:np.float64(0.005623419334369828) - srpo/routed_loss:np.float64(-0.07013046357133135) - srpo/routed_token_count:np.float64(250.0) - srpo/correct_sample_fraction:np.float64(0.63671875) - srpo/sdpo_sample_fraction:np.float64(0.20703125) - srpo/grpo_sample_fraction:np.float64(0.79296875) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.08702127379365265) - self_distillation/dynamic_weight_mean:np.float64(0.2070312520954758) - self_distillation/dynamic_weight_max:np.float64(1.543750286102295) - self_distillation/empty_target_batch:np.float64(0.1640625) - actor/grad_norm:np.float64(0.1567918360233307) - perf/mfu/actor:np.float64(0.04419411818987016) - perf/max_memory_allocated_gb:np.float64(149.75289154052734) - perf/max_memory_reserved_gb:np.float64(160.31640625) - perf/cpu_memory_used_gb:np.float64(199.32497787475586) - actor/lr:np.float64(5e-06) - training/global_step:51 - training/epoch:0 - critic/score/mean:0.63671875 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.63671875 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.001931640668772161 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:-0.001931640668772161 - critic/returns/max:0.875 - critic/returns/min:-0.875 - response_length/mean:250.0 - response_length/max:475.0 - response_length/min:102.0 - response_length/clip_ratio:0.0 - respo
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step:53 - global_seqlen/min:15823 - global_seqlen/max:19790 - global_seqlen/minmax_diff:3967 - global_seqlen/balanced_min:17808 - global_seqlen/balanced_max:17819 - global_seqlen/mean:17810.25 - actor/entropy:0.37047523260116577 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.14009299874305725 - training/rollout_probs_diff_mean:0.0043705543503165245 - training/rollout_probs_diff_std:0.010221186093986034 - training/rollout_actor_probs_pearson_corr:0.9992404580116272 - self_distillation/success_group_fraction:0.875 - self_distillation/success_sample_fraction:0.85546875 - 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:0.85546875 - rollout_corr/rollout_is_mean:1.000195860862732 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:0.0 - rollout_corr/rollout_is_max:1.5978800058364868 - rollout_corr/rollout_is_min:0.6363809108734131 - rollout_corr/rollout_is_std:0.03352469578385353 - rollout_corr/rollout_is_eff_sample_size:0.9988778323302412 - rollout_corr/rollout_is_seq_mean:1.0001294612884521 - rollout_corr/rollout_is_seq_std:0.0021879973355680704 - rollout_corr/rollout_is_seq_max:1.0058295726776123 - rollout_corr/rollout_is_seq_min:0.9925891757011414 - rollout_corr/rollout_is_seq_max_deviation:0.007410824298858643 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.4700344055891037) - rollout_corr/training_log_ppl:np.float64(0.3778625774139073) - rollout_corr/kl:np.float64(0.0004562811597956795) - rollout_corr/k3_kl:np.float64(0.0005857632739036944) - rollout_corr/rollout_ppl:np.float64(1.4693358507938683) - rollout_corr/rollout_log_ppl:np.float64(0.37740629544714466) - rollout_corr/log_ppl_diff:np.float64(0.00045628196676261723) - rollout_corr/log_ppl_abs_diff:np.float64(0.0017293350829277188) - rollout_corr/log_ppl_diff_max:np.float64(0.008526027202606201) - rollout_corr/log_ppl_diff_min:np.float64(-0.004931062459945679) - rollout_corr/ppl_ratio:np.float64(1.000458801863715) - rollout_corr/chi2_token:np.float64(0.0014385194517672062) - rollout_corr/chi2_seq:np.float64(0.37628731480799615) - actor/pg_loss:np.float64(-0.06909529411132098) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.07422024957486428) - srpo/sdpo_loss:np.float64(0.0051249554635433014) - srpo/routed_loss:np.float64(-0.06909529411132098) - srpo/routed_token_count:np.float64(261.0078125) - srpo/correct_sample_fraction:np.float64(0.6328125) - srpo/sdpo_sample_fraction:np.float64(0.2421875) - srpo/grpo_sample_fraction:np.float64(0.7578125) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.09400739939883351) - self_distillation/dynamic_weight_mean:np.float64(0.24218749883584678) - self_distillation/dynamic_weight_max:np.float64(1.505387306213379) - self_distillation/empty_target_batch:np.float64(0.14453125) - actor/grad_norm:np.float64(0.13613758981227875) - perf/mfu/actor:np.float64(0.043506500752797356) - perf/max_memory_allocated_gb:np.float64(149.75289154052734) - perf/max_memory_reserved_gb:np.float64(160.31640625) - perf/cpu_memory_used_gb:np.float64(197.7060604095459) - actor/lr:np.float64(5e-06) - training/global_step:53 - training/epoch:0 - 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:-0.010036592371761799 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:-0.010036592371761799 - critic/returns/max:0.875 - critic/returns/min:-0.875 - response_length/mean:261.0078125 - response_length/max:650.0 - response_length/min:114.0 - response_length/clip_r
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step:59 - global_seqlen/min:15369 - global_seqlen/max:20230 - global_seqlen/minmax_diff:4861 - global_seqlen/balanced_min:17331 - global_seqlen/balanced_max:17459 - global_seqlen/mean:17349.5 - actor/entropy:0.3275406062602997 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.17279458045959473 - training/rollout_probs_diff_mean:0.003945734817534685 - training/rollout_probs_diff_std:0.00993745494633913 - training/rollout_actor_probs_pearson_corr:0.9992856979370117 - self_distillation/success_group_fraction:0.9375 - self_distillation/success_sample_fraction:0.92578125 - self_distillation/correct_sample_fraction:0.6953125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.92578125 - rollout_corr/rollout_is_mean:1.000052571296692 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:1.4276740330387838e-05 - rollout_corr/rollout_is_max:1.5700583457946777 - rollout_corr/rollout_is_min:0.49207714200019836 - rollout_corr/rollout_is_std:0.03169881924986839 - rollout_corr/rollout_is_eff_sample_size:0.9989963125083661 - rollout_corr/rollout_is_seq_mean:0.9999786615371704 - rollout_corr/rollout_is_seq_std:0.0022067695390433073 - rollout_corr/rollout_is_seq_max:1.0068247318267822 - rollout_corr/rollout_is_seq_min:0.9924913048744202 - rollout_corr/rollout_is_seq_max_deviation:0.007508695125579834 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.437052187975496) - rollout_corr/training_log_ppl:np.float64(0.35290985126630403) - rollout_corr/kl:np.float64(0.0005790869558897072) - rollout_corr/k3_kl:np.float64(0.0005578497464568954) - rollout_corr/rollout_ppl:np.float64(1.4361992203630507) - rollout_corr/rollout_log_ppl:np.float64(0.35233076324220747) - rollout_corr/log_ppl_diff:np.float64(0.0005790880240965635) - rollout_corr/log_ppl_abs_diff:np.float64(0.0017409914580639452) - rollout_corr/log_ppl_diff_max:np.float64(0.008466064929962158) - rollout_corr/log_ppl_diff_min:np.float64(-0.006260931491851807) - rollout_corr/ppl_ratio:np.float64(1.0005817411001772) - rollout_corr/chi2_token:np.float64(0.0010787148494273424) - rollout_corr/chi2_seq:np.float64(0.2305738520808518) - actor/pg_loss:np.float64(-0.07504167804381723) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.07913266343530267) - srpo/sdpo_loss:np.float64(0.004090985391485447) - srpo/routed_loss:np.float64(-0.07504167804381723) - srpo/routed_token_count:np.float64(273.609375) - srpo/correct_sample_fraction:np.float64(0.6953125) - srpo/sdpo_sample_fraction:np.float64(0.2421875) - srpo/grpo_sample_fraction:np.float64(0.7578125) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.07591441171825863) - self_distillation/dynamic_weight_mean:np.float64(0.24218750139698386) - self_distillation/dynamic_weight_max:np.float64(1.5248026847839355) - self_distillation/empty_target_batch:np.float64(0.07421875) - actor/grad_norm:np.float64(0.12574104964733124) - perf/mfu/actor:np.float64(0.04237827982869038) - perf/max_memory_allocated_gb:np.float64(149.75289154052734) - perf/max_memory_reserved_gb:np.float64(160.31640625) - perf/cpu_memory_used_gb:np.float64(197.23952198028564) - actor/lr:np.float64(5e-06) - training/global_step:59 - training/epoch:0 - critic/score/mean:0.6953125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.6953125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.007256153505295515 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:-0.007256153505295515 - critic/returns/max:0.875 - critic/returns/min:-0.875 - response_length/mean:273.609375 - response_length/max:958.0 - response_length/min:96.0 - response_
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>
The target product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1" contains a nitrogen atom directly bonded to a carbon ring, which is also connected to a chlorine-substituted aromatic ring and a trifluorinated carbon group (C(F)(F)F).
Option A: "O=C1c2ccccc2C(=O)N1c1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1" contains a structure that matches the target product, including the nitrogen ring, the chlorine-substituted aromatic ring, and the trifluorinated group. The structure is also consistent with the functional groups and connectivity described in the target molecule.
Option B: Contains a different arrangement of atoms and does not match the correct structure of the target molecule.
Option C: Contains a hydroxyl group (–OH) which is not present in the target molecule.
Option D: Contains a different connectivity and does not match the correct structure of the target molecule.
Therefore, the only option that correctly matches the structure of the target 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: /workspace/L2T/checkpoints/datasets/sciknoweval/chemistry/qwen3gen-chemistry-SRPO_TR-Qwen-Qwen3-8B-mbs32-tr0.1-dwtrue-train32-rollout8-lr5e-6-vllm0.8/global_step_60
step:60 - global_seqlen/min:14817 - global_seqlen/max:17276 - global_seqlen/minmax_diff:2459 - global_seqlen/balanced_min:16163 - global_seqlen/balanced_max:16165 - global_seqlen/mean:16164.5 - actor/entropy:0.37409889698028564 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.24490728974342346 - training/rollout_probs_diff_mean:0.004337766673415899 - training/rollout_probs_diff_std:0.01013374887406826 - training/rollout_actor_probs_pearson_corr:0.9992696642875671 - self_distillation/success_group_fraction:0.96875 - self_distillation/success_sample_fraction:0.94921875 - self_distillation/correct_sample_fraction:0.62109375 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.94921875 - rollout_corr/rollout_is_mean:1.0001269578933716 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:0.0 - rollout_corr/rollout_is_max:1.514868974685669 - rollout_corr/rollout_is_min:0.5822561979293823 - rollout_corr/rollout_is_std:0.03279854729771614 - rollout_corr/rollout_is_eff_sample_size:0.9989257682138614 - rollout_corr/rollout_is_seq_mean:1.0001267194747925 - rollout_corr/rollout_is_seq_std:0.0024029656779021025 - rollout_corr/rollout_is_seq_max:1.0079761743545532 - rollout_corr/rollout_is_seq_min:0.9926149845123291 - rollout_corr/rollout_is_seq_max_deviation:0.007976174354553223 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.4785833074711263) - rollout_corr/training_log_ppl:np.float64(0.3825166132883169) - rollout_corr/kl:np.float64(0.0004344126947728455) - rollout_corr/k3_kl:np.float64(0.0005611689053353075) - rollout_corr/rollout_ppl:np.float64(1.4779374795034528) - rollout_corr/rollout_log_ppl:np.float64(0.3820822009292897) - rollout_corr/log_ppl_diff:np.float64(0.000434412359027192) - rollout_corr/log_ppl_abs_diff:np.float64(0.0019136869523208588) - rollout_corr/log_ppl_diff_max:np.float64(0.008152186870574951) - rollout_corr/log_ppl_diff_min:np.float64(-0.007260337471961975) - rollout_corr/ppl_ratio:np.float64(1.0004374517593533) - rollout_corr/chi2_token:np.float64(0.0013800773303955793) - rollout_corr/chi2_seq:np.float64(0.2913097704295069) - actor/pg_loss:np.float64(-0.09642143893324828) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.10406602668808773) - srpo/sdpo_loss:np.float64(0.007644587754839449) - srpo/routed_loss:np.float64(-0.09642143893324828) - srpo/routed_token_count:np.float64(239.203125) - srpo/correct_sample_fraction:np.float64(0.62109375) - srpo/sdpo_sample_fraction:np.float64(0.34765625) - srpo/grpo_sample_fraction:np.float64(0.65234375) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.13928118062904105) - self_distillation/dynamic_weight_mean:np.float64(0.34765625069849193) - self_distillation/dynamic_weight_max:np.float64(1.6440893411636353) - self_distillation/empty_target_batch:np.float64(0.05078125) - actor/grad_norm:np.float64(0.18237151205539703) - perf/mfu/actor:np.float64(0.03935204188196663) - perf/max_memory_allocated_gb:np.float64(149.75289154052734) - perf/max_memory_reserved_gb:np.float64(160.31640625) - perf/cpu_memory_used_gb:np.float64(197.95093536376953) - actor/lr:np.float64(5e-06) - val-aux/sciknoweval/reward/mean@16:np.float64(0.7080357142857143) - val-aux/sciknoweval/reward/std@16:np.float64(0.1775957676549729) - val-aux/sciknoweval/reward/best@2/mean:np.float64(0.7819476190476191) - val-aux/sciknoweval/reward/best@2/std:np.float64(0.1504925017109809) - val-aux/sciknoweval/reward/worst@2/mean:np.float64(0.6343904761904761) - val-aux/sciknoweval/reward/worst@2/std:np.float64(0.1500967984431367) - val-aux/sciknoweval/reward/maj@2/mean:np.float64(0.7070809523809524) - val-aux/sciknoweval/reward/maj
step:61 - global_seqlen/min:12944 - global_seqlen/max:19493 - global_seqlen/minmax_diff:6549 - global_seqlen/balanced_min:16962 - global_seqlen/balanced_max:16966 - global_seqlen/mean:16965.0 - actor/entropy:0.3440743684768677 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.14035016298294067 - training/rollout_probs_diff_mean:0.004122760612517595 - training/rollout_probs_diff_std:0.009974507614970207 - training/rollout_actor_probs_pearson_corr:0.9992440938949585 - self_distillation/success_group_fraction:0.96875 - self_distillation/success_sample_fraction:0.94921875 - self_distillation/correct_sample_fraction:0.67578125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.94921875 - rollout_corr/rollout_is_mean:1.00004243850708 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:0.0 - rollout_corr/rollout_is_max:1.7854588031768799 - rollout_corr/rollout_is_min:0.6680986881256104 - rollout_corr/rollout_is_std:0.03204665333032608 - rollout_corr/rollout_is_eff_sample_size:0.9989743035225582 - rollout_corr/rollout_is_seq_mean:1.0000989437103271 - rollout_corr/rollout_is_seq_std:0.0024231583811342716 - rollout_corr/rollout_is_seq_max:1.0072091817855835 - rollout_corr/rollout_is_seq_min:0.9911785125732422 - rollout_corr/rollout_is_seq_max_deviation:0.008821487426757812 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.4500967343337834) - rollout_corr/training_log_ppl:np.float64(0.3633547317003831) - rollout_corr/kl:np.float64(0.00044709630828521085) - rollout_corr/k3_kl:np.float64(0.0005460466783517859) - rollout_corr/rollout_ppl:np.float64(1.4494472299702466) - rollout_corr/rollout_log_ppl:np.float64(0.3629076330398675) - rollout_corr/log_ppl_diff:np.float64(0.0004470986605156213) - rollout_corr/log_ppl_abs_diff:np.float64(0.0018785202119033784) - rollout_corr/log_ppl_diff_max:np.float64(0.009542286396026611) - rollout_corr/log_ppl_diff_min:np.float64(-0.006616801023483276) - rollout_corr/ppl_ratio:np.float64(1.000450149178505) - rollout_corr/chi2_token:np.float64(0.0013043771032243967) - rollout_corr/chi2_seq:np.float64(0.42019237764179707) - actor/pg_loss:np.float64(-0.07679644448398903) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.08155216663726605) - srpo/sdpo_loss:np.float64(0.00475572215327702) - srpo/routed_loss:np.float64(-0.07679644448398903) - srpo/routed_token_count:np.float64(268.125) - srpo/correct_sample_fraction:np.float64(0.67578125) - srpo/sdpo_sample_fraction:np.float64(0.29296875) - srpo/grpo_sample_fraction:np.float64(0.70703125) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.0892372963426169) - self_distillation/dynamic_weight_mean:np.float64(0.29296875069849193) - self_distillation/dynamic_weight_max:np.float64(1.531406044960022) - self_distillation/empty_target_batch:np.float64(0.05078125) - actor/grad_norm:np.float64(0.1215364933013916) - perf/mfu/actor:np.float64(0.04140174924784932) - perf/max_memory_allocated_gb:np.float64(149.75289154052734) - perf/max_memory_reserved_gb:np.float64(160.31640625) - perf/cpu_memory_used_gb:np.float64(199.0888328552246) - actor/lr:np.float64(5e-06) - training/global_step:61 - training/epoch:1 - critic/score/mean:0.67578125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.67578125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.0072097172960639 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:0.0072097172960639 - critic/returns/max:0.875 - critic/returns/min:-0.875 - response_length/mean:268.125 - response_length/max:717.0 - response_length/min:108.0 - response_length/clip_ratio:0.0 - respo
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step:68 - global_seqlen/min:14462 - global_seqlen/max:20545 - global_seqlen/minmax_diff:6083 - global_seqlen/balanced_min:17727 - global_seqlen/balanced_max:17728 - global_seqlen/mean:17727.75 - actor/entropy:0.42889732122421265 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.16559508442878723 - training/rollout_probs_diff_mean:0.0044265869073569775 - training/rollout_probs_diff_std:0.009674998000264168 - training/rollout_actor_probs_pearson_corr:0.9993919134140015 - self_distillation/success_group_fraction:0.875 - self_distillation/success_sample_fraction:0.8515625 - 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:0.8515625 - rollout_corr/rollout_is_mean:0.9999788999557495 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:0.0 - rollout_corr/rollout_is_max:1.423461675643921 - rollout_corr/rollout_is_min:0.6363786458969116 - rollout_corr/rollout_is_std:0.032482631504535675 - rollout_corr/rollout_is_eff_sample_size:0.998945990685992 - rollout_corr/rollout_is_seq_mean:1.0000098943710327 - rollout_corr/rollout_is_seq_std:0.002284191083163023 - rollout_corr/rollout_is_seq_max:1.0077213048934937 - rollout_corr/rollout_is_seq_min:0.9925332069396973 - rollout_corr/rollout_is_seq_max_deviation:0.007721304893493652 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.5731641221791506) - rollout_corr/training_log_ppl:np.float64(0.44307586876675487) - rollout_corr/kl:np.float64(0.0005403902855682929) - rollout_corr/k3_kl:np.float64(0.0005504062309569235) - rollout_corr/rollout_ppl:np.float64(1.572355137206614) - rollout_corr/rollout_log_ppl:np.float64(0.4425354764680378) - rollout_corr/log_ppl_diff:np.float64(0.0005403922987170517) - rollout_corr/log_ppl_abs_diff:np.float64(0.0018198965699411929) - rollout_corr/log_ppl_diff_max:np.float64(0.008019685745239258) - rollout_corr/log_ppl_diff_min:np.float64(-0.006509006023406982) - rollout_corr/ppl_ratio:np.float64(1.0005430637393147) - rollout_corr/chi2_token:np.float64(0.0011312682181596756) - rollout_corr/chi2_seq:np.float64(0.2665694917086512) - actor/pg_loss:np.float64(-0.09250657446864352) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.09908896451815963) - srpo/sdpo_loss:np.float64(0.006582390049516107) - srpo/routed_loss:np.float64(-0.09250657446864352) - srpo/routed_token_count:np.float64(238.7734375) - srpo/correct_sample_fraction:np.float64(0.56640625) - srpo/sdpo_sample_fraction:np.float64(0.30859375) - srpo/grpo_sample_fraction:np.float64(0.69140625) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.13492869975743815) - self_distillation/dynamic_weight_mean:np.float64(0.3085937516298145) - self_distillation/dynamic_weight_max:np.float64(1.6627885103225708) - self_distillation/empty_target_batch:np.float64(0.1484375) - actor/grad_norm:np.float64(0.1615680754184723) - perf/mfu/actor:np.float64(0.04369865401666212) - perf/max_memory_allocated_gb:np.float64(149.75289154052734) - perf/max_memory_reserved_gb:np.float64(160.31640625) - perf/cpu_memory_used_gb:np.float64(198.4835968017578) - actor/lr:np.float64(5e-06) - training/global_step:68 - 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:-0.0034355265088379383 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:-0.0034355265088379383 - critic/returns/max:0.875 - critic/returns/min:-0.875 - response_length/mean:238.7734375 - response_length/max:654.0 - response_length/min:107.0 - response_length/clip_ra
step:69 - global_seqlen/min:15983 - global_seqlen/max:20966 - global_seqlen/minmax_diff:4983 - global_seqlen/balanced_min:18560 - global_seqlen/balanced_max:18564 - global_seqlen/mean:18562.5 - actor/entropy:0.4450245201587677 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.1243181824684143 - training/rollout_probs_diff_mean:0.004411367233842611 - training/rollout_probs_diff_std:0.009440166875720024 - training/rollout_actor_probs_pearson_corr:0.9994192123413086 - self_distillation/success_group_fraction:1.0 - self_distillation/success_sample_fraction:0.9921875 - self_distillation/correct_sample_fraction:0.66796875 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.9921875 - rollout_corr/rollout_is_mean:0.999984860420227 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:0.0 - rollout_corr/rollout_is_max:1.7597155570983887 - rollout_corr/rollout_is_min:0.6213083267211914 - rollout_corr/rollout_is_std:0.03319055587053299 - rollout_corr/rollout_is_eff_sample_size:0.9988995991711687 - rollout_corr/rollout_is_seq_mean:0.9999459981918335 - rollout_corr/rollout_is_seq_std:0.0024309332948178053 - rollout_corr/rollout_is_seq_max:1.0062596797943115 - rollout_corr/rollout_is_seq_min:0.993736743927002 - rollout_corr/rollout_is_seq_max_deviation:0.006263256072998047 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.5993730365298688) - rollout_corr/training_log_ppl:np.float64(0.45953419362194836) - rollout_corr/kl:np.float64(0.000643168309480302) - rollout_corr/k3_kl:np.float64(0.0005891352880667) - rollout_corr/rollout_ppl:np.float64(1.598279653582722) - rollout_corr/rollout_log_ppl:np.float64(0.45889102236833423) - rollout_corr/log_ppl_diff:np.float64(0.0006431712536141276) - rollout_corr/log_ppl_abs_diff:np.float64(0.0019652292830869555) - rollout_corr/log_ppl_diff_max:np.float64(0.006943225860595703) - rollout_corr/log_ppl_diff_min:np.float64(-0.005596280097961426) - rollout_corr/ppl_ratio:np.float64(1.000646373955533) - rollout_corr/chi2_token:np.float64(0.0010749362409114838) - rollout_corr/chi2_seq:np.float64(0.4158324277959764) - actor/pg_loss:np.float64(-0.1238599967527989) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.1314001681166701) - srpo/sdpo_loss:np.float64(0.007540171363871195) - srpo/routed_loss:np.float64(-0.1238599967527989) - srpo/routed_token_count:np.float64(270.265625) - srpo/correct_sample_fraction:np.float64(0.66796875) - srpo/sdpo_sample_fraction:np.float64(0.33203125) - srpo/grpo_sample_fraction:np.float64(0.66796875) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.14701901923399419) - self_distillation/dynamic_weight_mean:np.float64(0.33203125) - self_distillation/dynamic_weight_max:np.float64(1.6931427717208862) - self_distillation/empty_target_batch:np.float64(0.0078125) - actor/grad_norm:np.float64(0.18375805020332336) - perf/mfu/actor:np.float64(0.04564459667916623) - perf/max_memory_allocated_gb:np.float64(149.75289154052734) - perf/max_memory_reserved_gb:np.float64(160.31640625) - perf/cpu_memory_used_gb:np.float64(198.52737188339233) - actor/lr:np.float64(5e-06) - training/global_step:69 - training/epoch:1 - critic/score/mean:0.66796875 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.66796875 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.005448921583592892 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:-0.005448921583592892 - critic/returns/max:0.875 - critic/returns/min:-0.875 - response_length/mean:270.265625 - response_length/max:718.0 - response_length/min:113.0 - response_length/clip_ratio:0.0 - response_leng
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>
The target product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1" contains a nitrogen atom in a ring structure, a chlorine-substituted aromatic ring, and a trifluoromethyl group. Among the given options, only option A has a similar structure with the correct nitrogen-containing ring, the chlorine-substituted aromatic ring, and the trifluoromethyl group. The other options either lack these key structural features or have incorrect substitutions or functional groups.
</reasoning>
<answer>
A
</answer>
[ground_truth] A
[score] 1.0
[acc] 1.0
[pred] A
[incorrect_format] 1
[feedback]
local_global_step_folder: /workspace/L2T/checkpoints/datasets/sciknoweval/chemistry/qwen3gen-chemistry-SRPO_TR-Qwen-Qwen3-8B-mbs32-tr0.1-dwtrue-train32-rollout8-lr5e-6-vllm0.8/global_step_70
step:70 - global_seqlen/min:13157 - global_seqlen/max:19936 - global_seqlen/minmax_diff:6779 - global_seqlen/balanced_min:17500 - global_seqlen/balanced_max:17501 - global_seqlen/mean:17500.75 - actor/entropy:0.4179520905017853 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.19972145557403564 - training/rollout_probs_diff_mean:0.004558151122182608 - training/rollout_probs_diff_std:0.010152522474527359 - training/rollout_actor_probs_pearson_corr:0.9993077516555786 - self_distillation/success_group_fraction:1.0 - self_distillation/success_sample_fraction:0.98046875 - self_distillation/correct_sample_fraction:0.67578125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.98046875 - rollout_corr/rollout_is_mean:0.9998593330383301 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:1.570795757288579e-05 - rollout_corr/rollout_is_max:1.6337392330169678 - rollout_corr/rollout_is_min:0.48079198598861694 - rollout_corr/rollout_is_std:0.03359396383166313 - rollout_corr/rollout_is_eff_sample_size:0.998872361033084 - rollout_corr/rollout_is_seq_mean:0.9998186230659485 - rollout_corr/rollout_is_seq_std:0.002411942696198821 - rollout_corr/rollout_is_seq_max:1.0101840496063232 - rollout_corr/rollout_is_seq_min:0.9929684996604919 - rollout_corr/rollout_is_seq_max_deviation:0.010184049606323242 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.5288775111548603) - rollout_corr/training_log_ppl:np.float64(0.41675863409182057) - rollout_corr/kl:np.float64(0.0007724604789878242) - rollout_corr/k3_kl:np.float64(0.0005911085403624838) - rollout_corr/rollout_ppl:np.float64(1.5276475041173398) - rollout_corr/rollout_log_ppl:np.float64(0.4159861726220697) - rollout_corr/log_ppl_diff:np.float64(0.0007724614697508514) - rollout_corr/log_ppl_abs_diff:np.float64(0.0019090596470050514) - rollout_corr/log_ppl_diff_max:np.float64(0.007620632648468018) - rollout_corr/log_ppl_diff_min:np.float64(-0.009236514568328857) - rollout_corr/ppl_ratio:np.float64(1.0007756291888654) - rollout_corr/chi2_token:np.float64(0.0008282116614282131) - rollout_corr/chi2_seq:np.float64(0.29700843524187803) - actor/pg_loss:np.float64(-0.08022544555387867) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.0873686972190626) - srpo/sdpo_loss:np.float64(0.007143251665183925) - srpo/routed_loss:np.float64(-0.08022544555387867) - srpo/routed_token_count:np.float64(248.6796875) - srpo/correct_sample_fraction:np.float64(0.67578125) - srpo/sdpo_sample_fraction:np.float64(0.32421875) - srpo/grpo_sample_fraction:np.float64(0.67578125) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.13291742175351828) - self_distillation/dynamic_weight_mean:np.float64(0.3242187537252903) - self_distillation/dynamic_weight_max:np.float64(1.5787192583084106) - self_distillation/empty_target_batch:np.float64(0.01953125) - actor/grad_norm:np.float64(0.1696300208568573) - perf/mfu/actor:np.float64(0.04324360993704998) - perf/max_memory_allocated_gb:np.float64(149.75289154052734) - perf/max_memory_reserved_gb:np.float64(160.31640625) - perf/cpu_memory_used_gb:np.float64(198.52356481552124) - actor/lr:np.float64(5e-06) - val-aux/sciknoweval/reward/mean@16:np.float64(0.7169642857142857) - val-aux/sciknoweval/reward/std@16:np.float64(0.17450871680021474) - val-aux/sciknoweval/reward/best@2/mean:np.float64(0.7912619047619048) - val-aux/sciknoweval/reward/best@2/std:np.float64(0.1490335070852073) - val-aux/sciknoweval/reward/worst@2/mean:np.float64(0.6427238095238095) - val-aux/sciknoweval/reward/worst@2/std:np.float64(0.1479108267044202) - val-aux/sciknoweval/reward/maj@2/mean:np.float64(0.7179714285714286) - val-aux/scikn
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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>
The target product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1" contains a fluorinated aromatic ring with a chlorine atom, and a nitrogen-containing group. The correct reactant must match these structural features.
Option A contains a fluorinated aromatic ring with a chlorine atom and a nitrogen-containing group, which matches the target structure. It also includes a fluorinated aromatic ring with a chlorine atom, which is consistent with the product.
Options B, C, and D either lack the correct fluorinated aromatic ring or contain different functional groups that do not match the target product.
Therefore, Option A is the correct reactant.
</reasoning>
<answer>
A
</answer>
[ground_truth] A
[score] 1.0
[acc] 1.0
[pred] A
[incorrect_format] 1
[feedback]
local_global_step_folder: /workspace/L2T/checkpoints/datasets/sciknoweval/chemistry/qwen3gen-chemistry-SRPO_TR-Qwen-Qwen3-8B-mbs32-tr0.1-dwtrue-train32-rollout8-lr5e-6-vllm0.8/global_step_80
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step:88 - global_seqlen/min:14123 - global_seqlen/max:18959 - global_seqlen/minmax_diff:4836 - global_seqlen/balanced_min:16127 - global_seqlen/balanced_max:16430 - global_seqlen/mean:16167.125 - actor/entropy:0.3461867570877075 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.3285377323627472 - training/rollout_probs_diff_mean:0.0036610523238778114 - training/rollout_probs_diff_std:0.008946179412305355 - training/rollout_actor_probs_pearson_corr:0.999430775642395 - self_distillation/success_group_fraction:1.0 - self_distillation/success_sample_fraction:0.984375 - self_distillation/correct_sample_fraction:0.70703125 - 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:0.9999571442604065 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:0.0 - rollout_corr/rollout_is_max:1.7024450302124023 - rollout_corr/rollout_is_min:0.5483200550079346 - rollout_corr/rollout_is_std:0.029376113787293434 - rollout_corr/rollout_is_eff_sample_size:0.9991376690002011 - rollout_corr/rollout_is_seq_mean:0.9999440908432007 - rollout_corr/rollout_is_seq_std:0.002524615963920951 - rollout_corr/rollout_is_seq_max:1.0074857473373413 - rollout_corr/rollout_is_seq_min:0.9931561946868896 - rollout_corr/rollout_is_seq_max_deviation:0.007485747337341309 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.4689888847060502) - rollout_corr/training_log_ppl:np.float64(0.37624329127720557) - rollout_corr/kl:np.float64(0.0005428126503126407) - rollout_corr/k3_kl:np.float64(0.0004868436460299108) - rollout_corr/rollout_ppl:np.float64(1.4681675769388676) - rollout_corr/rollout_log_ppl:np.float64(0.3757004766375758) - rollout_corr/log_ppl_diff:np.float64(0.0005428146396297961) - rollout_corr/log_ppl_abs_diff:np.float64(0.0020353466097731143) - rollout_corr/log_ppl_diff_max:np.float64(0.007631897926330566) - rollout_corr/log_ppl_diff_min:np.float64(-0.006820052862167358) - rollout_corr/ppl_ratio:np.float64(1.0005461471155286) - rollout_corr/chi2_token:np.float64(0.0008581497240811586) - rollout_corr/chi2_seq:np.float64(0.28925776691176) - actor/pg_loss:np.float64(-0.09135937608152744) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.09715152767603286) - srpo/sdpo_loss:np.float64(0.0057921515945054125) - srpo/routed_loss:np.float64(-0.09135937608152744) - srpo/routed_token_count:np.float64(236.41015625) - srpo/correct_sample_fraction:np.float64(0.70703125) - srpo/sdpo_sample_fraction:np.float64(0.29296875) - srpo/grpo_sample_fraction:np.float64(0.70703125) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.10300566416117363) - self_distillation/dynamic_weight_mean:np.float64(0.29296875349245965) - self_distillation/dynamic_weight_max:np.float64(1.6328167915344238) - self_distillation/empty_target_batch:np.float64(0.015625) - actor/grad_norm:np.float64(0.1330961287021637) - perf/mfu/actor:np.float64(0.03961829565787525) - perf/max_memory_allocated_gb:np.float64(149.75289154052734) - perf/max_memory_reserved_gb:np.float64(160.31640625) - perf/cpu_memory_used_gb:np.float64(198.74692916870117) - actor/lr:np.float64(5e-06) - training/global_step:88 - training/epoch:1 - critic/score/mean:0.70703125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.70703125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:0.0002416516508674249 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:0.0002416516508674249 - critic/returns/max:0.875 - critic/returns/min:-0.875 - response_length/mean:236.41015625 - response_length/max:1264.0 - response_length/min:111.0 - response_length/clip_rati
step:89 - global_seqlen/min:14777 - global_seqlen/max:20785 - global_seqlen/minmax_diff:6008 - global_seqlen/balanced_min:17724 - global_seqlen/balanced_max:17861 - global_seqlen/mean:17743.5 - actor/entropy:0.31707775592803955 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.1688767671585083 - training/rollout_probs_diff_mean:0.0033764245454221964 - training/rollout_probs_diff_std:0.00865163467824459 - training/rollout_actor_probs_pearson_corr:0.9993929862976074 - self_distillation/success_group_fraction:0.875 - self_distillation/success_sample_fraction:0.8671875 - self_distillation/correct_sample_fraction:0.625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.8671875 - rollout_corr/rollout_is_mean:1.0001920461654663 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:0.0 - rollout_corr/rollout_is_max:1.6338101625442505 - rollout_corr/rollout_is_min:0.5890102982521057 - rollout_corr/rollout_is_std:0.028763040900230408 - rollout_corr/rollout_is_eff_sample_size:0.999173728447647 - rollout_corr/rollout_is_seq_mean:1.0001884698867798 - rollout_corr/rollout_is_seq_std:0.0020852379966527224 - rollout_corr/rollout_is_seq_max:1.0076977014541626 - rollout_corr/rollout_is_seq_min:0.9929795861244202 - rollout_corr/rollout_is_seq_max_deviation:0.007697701454162598 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.4435964175499976) - rollout_corr/training_log_ppl:np.float64(0.3569589986873325) - rollout_corr/kl:np.float64(0.0002862213785554957) - rollout_corr/k3_kl:np.float64(0.00047457037791787116) - rollout_corr/rollout_ppl:np.float64(1.4431482101790607) - rollout_corr/rollout_log_ppl:np.float64(0.3566727753786836) - rollout_corr/log_ppl_diff:np.float64(0.0002862233086489141) - rollout_corr/log_ppl_abs_diff:np.float64(0.0015918213175609708) - rollout_corr/log_ppl_diff_max:np.float64(0.008435308933258057) - rollout_corr/log_ppl_diff_min:np.float64(-0.0068347156047821045) - rollout_corr/ppl_ratio:np.float64(1.0002884368877858) - rollout_corr/chi2_token:np.float64(0.0013382371980696917) - rollout_corr/chi2_seq:np.float64(0.3988541145808995) - actor/pg_loss:np.float64(-0.0903074720317818) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.0947351779032033) - srpo/sdpo_loss:np.float64(0.0044277058714214945) - srpo/routed_loss:np.float64(-0.0903074720317818) - srpo/routed_token_count:np.float64(263.140625) - srpo/correct_sample_fraction:np.float64(0.625) - srpo/sdpo_sample_fraction:np.float64(0.25) - srpo/grpo_sample_fraction:np.float64(0.75) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.07537960703484714) - self_distillation/dynamic_weight_mean:np.float64(0.25000000069849193) - self_distillation/dynamic_weight_max:np.float64(1.6231318712234497) - self_distillation/empty_target_batch:np.float64(0.1328125) - actor/grad_norm:np.float64(0.111341692507267) - perf/mfu/actor:np.float64(0.043373846983941325) - perf/max_memory_allocated_gb:np.float64(149.75289154052734) - perf/max_memory_reserved_gb:np.float64(160.31640625) - perf/cpu_memory_used_gb:np.float64(198.76915407180786) - actor/lr:np.float64(5e-06) - training/global_step:89 - training/epoch:1 - critic/score/mean:0.625 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.625 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.0019873373676091433 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:-0.0019873373676091433 - critic/returns/max:0.875 - critic/returns/min:-0.875 - response_length/mean:263.140625 - response_length/max:997.0 - response_length/min:99.0 - response_length/clip_ratio:0.0 - response_length_non_abor
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>
The target product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1" contains a benzene ring with a chlorine atom, a trifluoromethyl group, and a nitrogen-containing ring. Among the options, only option A has the correct structure with the trifluoromethyl group and the correct nitrogen-containing ring. It also matches the overall structure of the target product, including the correct placement of the chlorine and fluorine atoms. The other options either lack the correct functional groups or have incorrect structural arrangements.
</reasoning>
<answer>
A
</answer>
[ground_truth] A
[score] 1.0
[acc] 1.0
[pred] A
[incorrect_format] 1
[feedback]
local_global_step_folder: /workspace/L2T/checkpoints/datasets/sciknoweval/chemistry/qwen3gen-chemistry-SRPO_TR-Qwen-Qwen3-8B-mbs32-tr0.1-dwtrue-train32-rollout8-lr5e-6-vllm0.8/global_step_90
step:90 - global_seqlen/min:14258 - global_seqlen/max:18844 - global_seqlen/minmax_diff:4586 - global_seqlen/balanced_min:16673 - global_seqlen/balanced_max:16674 - global_seqlen/mean:16673.5 - actor/entropy:0.30567872524261475 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.21511110663414001 - training/rollout_probs_diff_mean:0.003278474323451519 - training/rollout_probs_diff_std:0.00854898989200592 - training/rollout_actor_probs_pearson_corr:0.9994205236434937 - self_distillation/success_group_fraction:1.0 - self_distillation/success_sample_fraction:0.984375 - self_distillation/correct_sample_fraction:0.69921875 - 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:1.000025749206543 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:0.0 - rollout_corr/rollout_is_max:1.6097385883331299 - rollout_corr/rollout_is_min:0.5086572170257568 - rollout_corr/rollout_is_std:0.02811329998075962 - rollout_corr/rollout_is_eff_sample_size:0.999210266582079 - rollout_corr/rollout_is_seq_mean:1.000069260597229 - rollout_corr/rollout_is_seq_std:0.002489816164597869 - rollout_corr/rollout_is_seq_max:1.0087825059890747 - rollout_corr/rollout_is_seq_min:0.9932353496551514 - rollout_corr/rollout_is_seq_max_deviation:0.008782505989074707 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.4148685559630394) - rollout_corr/training_log_ppl:np.float64(0.33916147451964207) - rollout_corr/kl:np.float64(0.0003883816361671677) - rollout_corr/k3_kl:np.float64(0.0004575878436128278) - rollout_corr/rollout_ppl:np.float64(1.414337256923318) - rollout_corr/rollout_log_ppl:np.float64(0.3387730893155094) - rollout_corr/log_ppl_diff:np.float64(0.0003883852041326463) - rollout_corr/log_ppl_abs_diff:np.float64(0.0019174513290636241) - rollout_corr/log_ppl_diff_max:np.float64(0.007510393857955933) - rollout_corr/log_ppl_diff_min:np.float64(-0.007504522800445557) - rollout_corr/ppl_ratio:np.float64(1.0003915417473763) - rollout_corr/chi2_token:np.float64(0.0010572317987680435) - rollout_corr/chi2_seq:np.float64(0.28139811055734754) - actor/pg_loss:np.float64(-0.10326425130915595) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.10795657022390515) - srpo/sdpo_loss:np.float64(0.004692318914749194) - srpo/routed_loss:np.float64(-0.10326425130915595) - srpo/routed_token_count:np.float64(243.171875) - srpo/correct_sample_fraction:np.float64(0.69921875) - srpo/sdpo_sample_fraction:np.float64(0.30078125) - srpo/grpo_sample_fraction:np.float64(0.69921875) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.09121576408506371) - self_distillation/dynamic_weight_mean:np.float64(0.3007812548894435) - self_distillation/dynamic_weight_max:np.float64(1.5460662841796875) - self_distillation/empty_target_batch:np.float64(0.015625) - actor/grad_norm:np.float64(0.12685774266719818) - perf/mfu/actor:np.float64(0.04075183197339974) - perf/max_memory_allocated_gb:np.float64(149.75289154052734) - perf/max_memory_reserved_gb:np.float64(160.31640625) - perf/cpu_memory_used_gb:np.float64(198.71408891677856) - actor/lr:np.float64(5e-06) - val-aux/sciknoweval/reward/mean@16:np.float64(0.7223214285714286) - val-aux/sciknoweval/reward/std@16:np.float64(0.16616142223801406) - val-aux/sciknoweval/reward/best@2/mean:np.float64(0.796204761904762) - val-aux/sciknoweval/reward/best@2/std:np.float64(0.14765219279491149) - val-aux/sciknoweval/reward/worst@2/mean:np.float64(0.6495857142857143) - val-aux/sciknoweval/reward/worst@2/std:np.float64(0.13509269315673267) - val-aux/sciknoweval/reward/maj@2/mean:np.float64(0.7233095238095237) - val-aux/sciknoweval/reward/maj@2/std:np.
step:91 - global_seqlen/min:12778 - global_seqlen/max:23009 - global_seqlen/minmax_diff:10231 - global_seqlen/balanced_min:16985 - global_seqlen/balanced_max:16988 - global_seqlen/mean:16986.25 - actor/entropy:0.33022522926330566 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.29301631450653076 - training/rollout_probs_diff_mean:0.0035060171503573656 - training/rollout_probs_diff_std:0.00891175027936697 - training/rollout_actor_probs_pearson_corr:0.9994150996208191 - self_distillation/success_group_fraction:0.9375 - self_distillation/success_sample_fraction:0.93359375 - self_distillation/correct_sample_fraction:0.703125 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.93359375 - rollout_corr/rollout_is_mean:0.9997990727424622 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:0.0 - rollout_corr/rollout_is_max:1.965072512626648 - rollout_corr/rollout_is_min:0.5988996028900146 - rollout_corr/rollout_is_std:0.02913263626396656 - rollout_corr/rollout_is_eff_sample_size:0.9991515926367818 - rollout_corr/rollout_is_seq_mean:0.9997800588607788 - rollout_corr/rollout_is_seq_std:0.002388861496001482 - rollout_corr/rollout_is_seq_max:1.0053117275238037 - rollout_corr/rollout_is_seq_min:0.9884753227233887 - rollout_corr/rollout_is_seq_max_deviation:0.011524677276611328 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.448285206221044) - rollout_corr/training_log_ppl:np.float64(0.3613982530659996) - rollout_corr/kl:np.float64(0.0007131770941946058) - rollout_corr/k3_kl:np.float64(0.0004932982508023542) - rollout_corr/rollout_ppl:np.float64(1.4472026764415205) - rollout_corr/rollout_log_ppl:np.float64(0.3606850733922329) - rollout_corr/log_ppl_diff:np.float64(0.0007131796737667173) - rollout_corr/log_ppl_abs_diff:np.float64(0.001846373692387715) - rollout_corr/log_ppl_diff_max:np.float64(0.012634038925170898) - rollout_corr/log_ppl_diff_min:np.float64(-0.004495739936828613) - rollout_corr/ppl_ratio:np.float64(1.0007163314148784) - rollout_corr/chi2_token:np.float64(0.000552130863070488) - rollout_corr/chi2_seq:np.float64(0.12795280828140676) - actor/pg_loss:np.float64(-0.09602464940871869) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.09956170059740543) - srpo/sdpo_loss:np.float64(0.003537051188686746) - srpo/routed_loss:np.float64(-0.09602464940871869) - srpo/routed_token_count:np.float64(244.6953125) - srpo/correct_sample_fraction:np.float64(0.703125) - srpo/sdpo_sample_fraction:np.float64(0.234375) - srpo/grpo_sample_fraction:np.float64(0.765625) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.06815693588578142) - self_distillation/dynamic_weight_mean:np.float64(0.23437500279396772) - self_distillation/dynamic_weight_max:np.float64(1.603696346282959) - self_distillation/empty_target_batch:np.float64(0.06640625) - actor/grad_norm:np.float64(0.11560111492872238) - perf/mfu/actor:np.float64(0.04192801390797089) - perf/max_memory_allocated_gb:np.float64(149.75289154052734) - perf/max_memory_reserved_gb:np.float64(160.31640625) - perf/cpu_memory_used_gb:np.float64(199.60015869140625) - actor/lr:np.float64(5e-06) - training/global_step:91 - training/epoch:1 - critic/score/mean:0.703125 - critic/score/max:1.0 - critic/score/min:0.0 - critic/rewards/mean:0.703125 - critic/rewards/max:1.0 - critic/rewards/min:0.0 - critic/advantages/mean:-0.00115537503734231 - critic/advantages/max:0.875 - critic/advantages/min:-0.875 - critic/returns/mean:-0.00115537503734231 - critic/returns/max:0.875 - critic/returns/min:-0.875 - response_length/mean:244.6953125 - response_length/max:718.0 - response_length/min:88.0 - response_length/clip_ratio:0.0 - res
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step:99 - global_seqlen/min:13678 - global_seqlen/max:19575 - global_seqlen/minmax_diff:5897 - global_seqlen/balanced_min:16698 - global_seqlen/balanced_max:16700 - global_seqlen/mean:16699.125 - actor/entropy:0.35520049929618835 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.1539730429649353 - training/rollout_probs_diff_mean:0.003798701800405979 - training/rollout_probs_diff_std:0.008948671631515026 - training/rollout_actor_probs_pearson_corr:0.9994166493415833 - self_distillation/success_group_fraction:0.90625 - self_distillation/success_sample_fraction:0.90234375 - 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:0.90234375 - rollout_corr/rollout_is_mean:0.9999585747718811 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:0.0 - rollout_corr/rollout_is_max:1.6950297355651855 - rollout_corr/rollout_is_min:0.6479339003562927 - rollout_corr/rollout_is_std:0.029835142195224762 - rollout_corr/rollout_is_eff_sample_size:0.9991105368746067 - rollout_corr/rollout_is_seq_mean:0.999883770942688 - rollout_corr/rollout_is_seq_std:0.002259292406961322 - rollout_corr/rollout_is_seq_max:1.0093235969543457 - rollout_corr/rollout_is_seq_min:0.9918473362922668 - rollout_corr/rollout_is_seq_max_deviation:0.009323596954345703 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.4752170271240175) - rollout_corr/training_log_ppl:np.float64(0.3798869313322939) - rollout_corr/kl:np.float64(0.0005904462922963205) - rollout_corr/k3_kl:np.float64(0.00047426648535520144) - rollout_corr/rollout_ppl:np.float64(1.4743309067562222) - rollout_corr/rollout_log_ppl:np.float64(0.3792964825988747) - rollout_corr/log_ppl_diff:np.float64(0.0005904487334191799) - rollout_corr/log_ppl_abs_diff:np.float64(0.0017291446565650403) - rollout_corr/log_ppl_diff_max:np.float64(0.008910924196243286) - rollout_corr/log_ppl_diff_min:np.float64(-0.008607804775238037) - rollout_corr/ppl_ratio:np.float64(1.0005931612104177) - rollout_corr/chi2_token:np.float64(0.0007241065613925457) - rollout_corr/chi2_seq:np.float64(0.17872224817983806) - actor/pg_loss:np.float64(-0.08592563189267821) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.091806830605492) - srpo/sdpo_loss:np.float64(0.005881198712813784) - srpo/routed_loss:np.float64(-0.08592563189267821) - srpo/routed_token_count:np.float64(209.47265625) - srpo/correct_sample_fraction:np.float64(0.6484375) - srpo/sdpo_sample_fraction:np.float64(0.2578125) - srpo/grpo_sample_fraction:np.float64(0.7421875) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.10085930424975231) - self_distillation/dynamic_weight_mean:np.float64(0.2578125046566129) - self_distillation/dynamic_weight_max:np.float64(1.5259493589401245) - self_distillation/empty_target_batch:np.float64(0.09765625) - actor/grad_norm:np.float64(0.15219400823116302) - perf/mfu/actor:np.float64(0.041380009540539775) - perf/max_memory_allocated_gb:np.float64(149.75289154052734) - perf/max_memory_reserved_gb:np.float64(160.31640625) - perf/cpu_memory_used_gb:np.float64(198.835862159729) - actor/lr:np.float64(5e-06) - training/global_step:99 - 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:0.003456876380369067 - critic/advantages/max:0.875 - critic/advantages/min:-0.75 - critic/returns/mean:0.003456876380369067 - critic/returns/max:0.875 - critic/returns/min:-0.75 - response_length/mean:209.47265625 - response_length/max:663.0 - response_length/min:91.0 - response_length/clip_ratio: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': 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>
The target product "Nc1ccn(Cc2ccc(Cl)cc2C(F)(F)F)n1" contains a nitrogen-containing ring with a chlorinated aromatic ring and a trifluorinated aromatic group. Among the options, only Option A contains the correct structure with the nitrogen-containing ring and the trifluorinated aromatic group. The other options either lack the correct functional groups or have incorrect structural features. Therefore, Option A is the correct reactant for the synthesis of the target product.
</reasoning>
<answer>
A
</answer>
[ground_truth] A
[score] 1.0
[acc] 1.0
[pred] A
[incorrect_format] 1
[feedback]
local_global_step_folder: /workspace/L2T/checkpoints/datasets/sciknoweval/chemistry/qwen3gen-chemistry-SRPO_TR-Qwen-Qwen3-8B-mbs32-tr0.1-dwtrue-train32-rollout8-lr5e-6-vllm0.8/global_step_100
step:100 - global_seqlen/min:14190 - global_seqlen/max:18719 - global_seqlen/minmax_diff:4529 - global_seqlen/balanced_min:16545 - global_seqlen/balanced_max:16549 - global_seqlen/mean:16548.0 - actor/entropy:0.3308325409889221 - perf/mfu/actor_infer:0 - training/rollout_probs_diff_valid:1 - training/rollout_probs_diff_max:0.17977115511894226 - training/rollout_probs_diff_mean:0.003615855472162366 - training/rollout_probs_diff_std:0.008875560946762562 - training/rollout_actor_probs_pearson_corr:0.9994076490402222 - self_distillation/success_group_fraction:0.9375 - self_distillation/success_sample_fraction:0.9296875 - self_distillation/correct_sample_fraction:0.75390625 - self_distillation/feedback_available_fraction:0.0 - self_distillation/feedback_used_fraction:0.0 - self_distillation/reprompt_sample_fraction:0.9296875 - rollout_corr/rollout_is_mean:1.0000580549240112 - rollout_corr/rollout_is_ratio_fraction_high:0.0 - rollout_corr/rollout_is_ratio_fraction_low:1.767783942341339e-05 - rollout_corr/rollout_is_max:1.4527522325515747 - rollout_corr/rollout_is_min:0.49668699502944946 - rollout_corr/rollout_is_std:0.029428821057081223 - rollout_corr/rollout_is_eff_sample_size:0.9991349319207025 - rollout_corr/rollout_is_seq_mean:1.0000791549682617 - rollout_corr/rollout_is_seq_std:0.0024739254731684923 - rollout_corr/rollout_is_seq_max:1.0135035514831543 - rollout_corr/rollout_is_seq_min:0.9921493530273438 - rollout_corr/rollout_is_seq_max_deviation:0.013503551483154297 - rollout_corr/rollout_is_seq_fraction_high:0.0 - rollout_corr/rollout_is_seq_fraction_low:0.0 - rollout_corr/training_ppl:np.float64(1.432360712904483) - rollout_corr/training_log_ppl:np.float64(0.35083831640076824) - rollout_corr/kl:np.float64(0.00039874245554472054) - rollout_corr/k3_kl:np.float64(0.0004779839419200016) - rollout_corr/rollout_ppl:np.float64(1.4317505126819015) - rollout_corr/rollout_log_ppl:np.float64(0.35043957189191133) - rollout_corr/log_ppl_diff:np.float64(0.0003987445088569075) - rollout_corr/log_ppl_abs_diff:np.float64(0.001808215893106535) - rollout_corr/log_ppl_diff_max:np.float64(0.0092182457447052) - rollout_corr/log_ppl_diff_min:np.float64(-0.0124589204788208) - rollout_corr/ppl_ratio:np.float64(1.0004019325133413) - rollout_corr/chi2_token:np.float64(0.001111235935240984) - rollout_corr/chi2_seq:np.float64(0.3724006221164018) - actor/pg_loss:np.float64(-0.08303024125780212) - actor/kl_loss:np.float64(0.0) - srpo/grpo_loss:np.float64(-0.0864044192712754) - srpo/sdpo_loss:np.float64(0.0033741780134732835) - srpo/routed_loss:np.float64(-0.08303024125780212) - srpo/routed_token_count:np.float64(220.96875) - srpo/correct_sample_fraction:np.float64(0.75390625) - srpo/sdpo_sample_fraction:np.float64(0.18359375) - srpo/grpo_sample_fraction:np.float64(0.81640625) - srpo/grpo_actor/pg_clipfrac:np.float64(0.0) - srpo/grpo_actor/ppo_kl:np.float64(0.0) - srpo/grpo_actor/pg_clipfrac_lower:np.float64(0.0) - self_distillation/dynamic_weighting_enabled:np.float64(1.0) - self_distillation/dynamic_weight_entropy_mean:np.float64(0.06372180819744244) - self_distillation/dynamic_weight_mean:np.float64(0.18359375512227416) - self_distillation/dynamic_weight_max:np.float64(1.6724038124084473) - self_distillation/empty_target_batch:np.float64(0.0703125) - actor/grad_norm:np.float64(0.10703474283218384) - perf/mfu/actor:np.float64(0.04076109142587246) - perf/max_memory_allocated_gb:np.float64(149.75289154052734) - perf/max_memory_reserved_gb:np.float64(160.31640625) - perf/cpu_memory_used_gb:np.float64(198.76100540161133) - actor/lr:np.float64(5e-06) - val-aux/sciknoweval/reward/mean@16:np.float64(0.7363095238095239) - val-aux/sciknoweval/reward/std@16:np.float64(0.16309517319018776) - val-aux/sciknoweval/reward/best@2/mean:np.float64(0.8065190476190476) - val-aux/sciknoweval/reward/best@2/std:np.float64(0.14511294435717983) - val-aux/sciknoweval/reward/worst@2/mean:np.float64(0.6664857142857143) - val-aux/sciknoweval/reward/worst@2/std:np.float64(0.1327243786388664) - val-aux/sciknoweval/reward/maj@2/mean:np.float64(0.7362714285714287) - val-aux/scikno
("Final validation metrics: {'val-aux/sciknoweval/reward/mean@16': "
"np.float64(0.7363095238095239), 'val-aux/sciknoweval/reward/std@16': "
"np.float64(0.16309517319018776), 'val-aux/sciknoweval/reward/best@2/mean': "
"np.float64(0.8065190476190476), 'val-aux/sciknoweval/reward/best@2/std': "
"np.float64(0.14511294435717983), 'val-aux/sciknoweval/reward/worst@2/mean': "
"np.float64(0.6664857142857143), 'val-aux/sciknoweval/reward/worst@2/std': "
"np.float64(0.1327243786388664), 'val-aux/sciknoweval/reward/maj@2/mean': "
"np.float64(0.7362714285714287), 'val-aux/sciknoweval/reward/maj@2/std': "
"np.float64(0.16273431336078428), 'val-aux/sciknoweval/reward/best@4/mean': "
"np.float64(0.8652047619047618), 'val-aux/sciknoweval/reward/best@4/std': "
"np.float64(0.11009573982420097), 'val-aux/sciknoweval/reward/worst@4/mean': "
"np.float64(0.6136428571428572), 'val-aux/sciknoweval/reward/worst@4/std': "
"np.float64(0.08715504524810262), 'val-aux/sciknoweval/reward/maj@4/mean': "
"np.float64(0.7460904761904762), 'val-aux/sciknoweval/reward/maj@4/std': "
"np.float64(0.13821444887569323), 'val-aux/sciknoweval/reward/best@8/mean': "
"np.float64(0.9082190476190476), 'val-aux/sciknoweval/reward/best@8/std': "
"np.float64(0.0701292672277101), 'val-aux/sciknoweval/reward/worst@8/mean': "
"np.float64(0.5821809523809525), 'val-aux/sciknoweval/reward/worst@8/std': "
"np.float64(0.04669533954140184), 'val-aux/sciknoweval/reward/maj@8/mean': "
"np.float64(0.753152380952381), 'val-aux/sciknoweval/reward/maj@8/std': "
"np.float64(0.10965244514560699), 'val-aux/sciknoweval/reward/best@16/mean': "
"np.float64(0.9349142857142857), 'val-aux/sciknoweval/reward/best@16/std': "
"np.float64(0.03906584209067313), 'val-aux/sciknoweval/reward/worst@16/mean': "
"np.float64(0.5673476190476191), 'val-aux/sciknoweval/reward/worst@16/std': "
"np.float64(0.02126535217732578), 'val-aux/sciknoweval/reward/maj@16/mean': "
"np.float64(0.7606666666666667), 'val-aux/sciknoweval/reward/maj@16/std': "
"np.float64(0.08119347263943295), 'val-aux/sciknoweval/score/mean@16': "
"np.float64(0.7363095238095239), 'val-aux/sciknoweval/score/std@16': "
"np.float64(0.16309517319018776), 'val-aux/sciknoweval/score/best@2/mean': "
"np.float64(0.8065190476190476), 'val-aux/sciknoweval/score/best@2/std': "
"np.float64(0.14511294435717983), 'val-aux/sciknoweval/score/worst@2/mean': "
"np.float64(0.6664857142857143), 'val-aux/sciknoweval/score/worst@2/std': "
"np.float64(0.1327243786388664), 'val-aux/sciknoweval/score/maj@2/mean': "
"np.float64(0.7362714285714287), 'val-aux/sciknoweval/score/maj@2/std': "
"np.float64(0.16273431336078428), 'val-aux/sciknoweval/score/best@4/mean': "
"np.float64(0.8652047619047618), 'val-aux/sciknoweval/score/best@4/std': "
"np.float64(0.11009573982420097), 'val-aux/sciknoweval/score/worst@4/mean': "
"np.float64(0.6136428571428572), 'val-aux/sciknoweval/score/worst@4/std': "
"np.float64(0.08715504524810262), 'val-aux/sciknoweval/score/maj@4/mean': "
"np.float64(0.7460904761904762), 'val-aux/sciknoweval/score/maj@4/std': "
"np.float64(0.13821444887569323), 'val-aux/sciknoweval/score/best@8/mean': "
"np.float64(0.9082190476190476), 'val-aux/sciknoweval/score/best@8/std': "
"np.float64(0.0701292672277101), 'val-aux/sciknoweval/score/worst@8/mean': "
"np.float64(0.5821809523809525), 'val-aux/sciknoweval/score/worst@8/std': "
"np.float64(0.04669533954140184), 'val-aux/sciknoweval/score/maj@8/mean': "
"np.float64(0.753152380952381), 'val-aux/sciknoweval/score/maj@8/std': "
"np.float64(0.10965244514560699), 'val-aux/sciknoweval/score/best@16/mean': "
"np.float64(0.9349142857142857), 'val-aux/sciknoweval/score/best@16/std': "
"np.float64(0.03906584209067313), 'val-aux/sciknoweval/score/worst@16/mean': "
"np.float64(0.5673476190476191), 'val-aux/sciknoweval/score/worst@16/std': "
"np.float64(0.02126535217732578), 'val-aux/sciknoweval/score/maj@16/mean': "
"np.float64(0.7606666666666667), 'val-aux/sciknoweval/score/maj@16/std': "
"np.float64(0.08119347263943295), 'val-core/sciknoweval/acc/mean@16': "
"np.float64(0.7363095238095239), 'val-aux/sciknoweval/acc/std@16': "
"np.float64(0.16309517319018776), 'val-aux/sciknoweval/acc/best@2/mean': "
"np.float64(0.8065190476190476), 'val-aux/sciknoweval/acc/best@2/std': "
"np.float64(0.14511294435717983), 'val-aux/sciknoweval/acc/worst@2/mean': "
"np.float64(0.6664857142857143), 'val-aux/sciknoweval/acc/worst@2/std': "
"np.float64(0.1327243786388664), 'val-aux/sciknoweval/acc/maj@2/mean': "
"np.float64(0.7362714285714287), 'val-aux/sciknoweval/acc/maj@2/std': "
"np.float64(0.16273431336078428), 'val-aux/sciknoweval/acc/best@4/mean': "
"np.float64(0.8652047619047618), 'val-aux/sciknoweval/acc/best@4/std': "
"np.float64(0.11009573982420097), 'val-aux/sciknoweval/acc/worst@4/mean': "
"np.float64(0.6136428571428572), 'val-aux/sciknoweval/acc/worst@4/std': "
"np.float64(0.08715504524810262), 'val-aux/sciknoweval/acc/maj@4/mean': "
"np.float64(0.7460904761904762), 'val-aux/sciknoweval/acc/maj@4/std': "
"np.float64(0.13821444887569323), 'val-aux/sciknoweval/acc/best@8/mean': "
"np.float64(0.9082190476190476), 'val-aux/sciknoweval/acc/best@8/std': "
"np.float64(0.0701292672277101), 'val-aux/sciknoweval/acc/worst@8/mean': "
"np.float64(0.5821809523809525), 'val-aux/sciknoweval/acc/worst@8/std': "
"np.float64(0.04669533954140184), 'val-aux/sciknoweval/acc/maj@8/mean': "
"np.float64(0.753152380952381), 'val-aux/sciknoweval/acc/maj@8/std': "
"np.float64(0.10965244514560699), 'val-core/sciknoweval/acc/best@16/mean': "
"np.float64(0.9349142857142857), 'val-core/sciknoweval/acc/best@16/std': "
"np.float64(0.03906584209067313), 'val-aux/sciknoweval/acc/worst@16/mean': "
"np.float64(0.5673476190476191), 'val-aux/sciknoweval/acc/worst@16/std': "
"np.float64(0.02126535217732578), 'val-core/sciknoweval/acc/maj@16/mean': "
"np.float64(0.7606666666666667), 'val-core/sciknoweval/acc/maj@16/std': "
'np.float64(0.08119347263943295), '
"'val-aux/sciknoweval/incorrect_format/mean@16': np.float64(1.0), "
"'val-aux/sciknoweval/incorrect_format/std@16': np.float64(0.0), "
"'val-aux/sciknoweval/incorrect_format/best@2/mean': np.float64(1.0), "
"'val-aux/sciknoweval/incorrect_format/best@2/std': np.float64(0.0), "
"'val-aux/sciknoweval/incorrect_format/worst@2/mean': np.float64(1.0), "
"'val-aux/sciknoweval/incorrect_format/worst@2/std': np.float64(0.0), "
"'val-aux/sciknoweval/incorrect_format/maj@2/mean': np.float64(1.0), "
"'val-aux/sciknoweval/incorrect_format/maj@2/std': np.float64(0.0), "
"'val-aux/sciknoweval/incorrect_format/best@4/mean': np.float64(1.0), "
"'val-aux/sciknoweval/incorrect_format/best@4/std': np.float64(0.0), "
"'val-aux/sciknoweval/incorrect_format/worst@4/mean': np.float64(1.0), "
"'val-aux/sciknoweval/incorrect_format/worst@4/std': np.float64(0.0), "
"'val-aux/sciknoweval/incorrect_format/maj@4/mean': np.float64(1.0), "
"'val-aux/sciknoweval/incorrect_format/maj@4/std': np.float64(0.0), "
"'val-aux/sciknoweval/incorrect_format/best@8/mean': np.float64(1.0), "
"'val-aux/sciknoweval/incorrect_format/best@8/std': np.float64(0.0), "
"'val-aux/sciknoweval/incorrect_format/worst@8/mean': np.float64(1.0), "
"'val-aux/sciknoweval/incorrect_format/worst@8/std': np.float64(0.0), "
"'val-aux/sciknoweval/incorrect_format/maj@8/mean': np.float64(1.0), "
"'val-aux/sciknoweval/incorrect_format/maj@8/std': np.float64(0.0), "
"'val-aux/sciknoweval/incorrect_format/best@16/mean': np.float64(1.0), "
"'val-aux/sciknoweval/incorrect_format/best@16/std': np.float64(0.0), "
"'val-aux/sciknoweval/incorrect_format/worst@16/mean': np.float64(1.0), "
"'val-aux/sciknoweval/incorrect_format/worst@16/std': np.float64(0.0), "
"'val-aux/sciknoweval/incorrect_format/maj@16/mean': np.float64(1.0), "
"'val-aux/sciknoweval/incorrect_format/maj@16/std': np.float64(0.0), "
"'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)}")

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{
"os": "Linux-6.8.0-71-generic-x86_64-with-glibc2.36",
"python": "CPython 3.12.13",
"startedAt": "2026-07-02T21:11:41.729888Z",
"args": [
"--node-ip-address=198.19.35.151",
"--node-manager-port=36487",
"--object-store-name=/tmp/ray_q3g_chemistry_srpo_tr_Qwen3_8B/session_2026-07-02_21-09-29_365546_1836410/sockets/plasma_store",
"--raylet-name=/tmp/ray_q3g_chemistry_srpo_tr_Qwen3_8B/session_2026-07-02_21-09-29_365546_1836410/sockets/raylet",
"--redis-address=None",
"--metrics-agent-port=51759",
"--logging-rotate-bytes=536870912",
"--logging-rotate-backup-count=5",
"--runtime-env-agent-port=61553",
"--gcs-address=198.19.35.151:40218",
"--session-name=session_2026-07-02_21-09-29_365546_1836410",
"--temp-dir=/tmp/ray_q3g_chemistry_srpo_tr_Qwen3_8B",
"--webui=",
"--cluster-id=38483b6aa2172e80e5feb762dfdb4888a283758e54f76b99c0fb611c",
"--startup-token=32",
"--worker-launch-time-ms=1783026572683",
"--node-id=d05ed127245025f247e3ae571de08a11310ba2a4c2427e36561ff1cf",
"--runtime-env-hash=-1580796864"
],
"program": "/workspace/SIPO/.venv/lib/python3.12/site-packages/ray/_private/workers/default_worker.py",
"git": {
"remote": "https://github.com/jungseongryong/L2T",
"commit": "fb7e7768822b8fce79259ae00c8800fea0d79298"
},
"email": "jungsr1116@cau.ac.kr",
"root": "/workspace/L2T",
"host": "mole-gpu-2",
"executable": "/workspace/SIPO/.venv/bin/python",
"cpu_count": 64,
"cpu_count_logical": 128,
"gpu": "NVIDIA H200",
"gpu_count": 8,
"disk": {
"/": {
"total": "46086056050688",
"used": "13896605118464"
}
},
"memory": {
"total": "2163980390400"
},
"gpu_nvidia": [
{
"name": "NVIDIA H200",
"memoryTotal": "150754820096",
"cudaCores": 16896,
"architecture": "Hopper",
"uuid": "GPU-b897a6c4-7996-e2f1-0cc0-7b02d6a38587"
},
{
"name": "NVIDIA H200",
"memoryTotal": "150754820096",
"cudaCores": 16896,
"architecture": "Hopper",
"uuid": "GPU-f7cf7fff-d108-62cb-498a-225bffd6d151"
},
{
"name": "NVIDIA H200",
"memoryTotal": "150754820096",
"cudaCores": 16896,
"architecture": "Hopper",
"uuid": "GPU-5a9f5a22-0fdb-36cc-c516-0b618776d8ca"
},
{
"name": "NVIDIA H200",
"memoryTotal": "150754820096",
"cudaCores": 16896,
"architecture": "Hopper",
"uuid": "GPU-d547a11f-7fca-c74b-76fb-73993c30f136"
},
{
"name": "NVIDIA H200",
"memoryTotal": "150754820096",
"cudaCores": 16896,
"architecture": "Hopper",
"uuid": "GPU-ac3cb18b-d562-1d58-725e-10738ff5694c"
},
{
"name": "NVIDIA H200",
"memoryTotal": "150754820096",
"cudaCores": 16896,
"architecture": "Hopper",
"uuid": "GPU-e8484200-8103-548e-6421-89d2884c6d32"
},
{
"name": "NVIDIA H200",
"memoryTotal": "150754820096",
"cudaCores": 16896,
"architecture": "Hopper",
"uuid": "GPU-83471bd2-f389-d36d-63de-d4759c4435d3"
},
{
"name": "NVIDIA H200",
"memoryTotal": "150754820096",
"cudaCores": 16896,
"architecture": "Hopper",
"uuid": "GPU-885aa58c-6341-2956-85d4-ca01897dd4a2"
}
],
"cudaVersion": "13.0",
"writerId": "w2xyiq9u3wjz5z318zqw8acqqydcdqbh"
}

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chat_template.jinja Normal file
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{%- if tools %}
{{- '<|im_start|>system\n' }}
{%- if messages[0].role == 'system' %}
{{- messages[0].content + '\n\n' }}
{%- endif %}
{{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
{%- for tool in tools %}
{{- "\n" }}
{{- tool | tojson }}
{%- endfor %}
{{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
{%- else %}
{%- if messages[0].role == 'system' %}
{{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
{%- endif %}
{%- endif %}
{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
{%- for message in messages[::-1] %}
{%- set index = (messages|length - 1) - loop.index0 %}
{%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) %}
{%- set ns.multi_step_tool = false %}
{%- set ns.last_query_index = index %}
{%- endif %}
{%- endfor %}
{%- for message in messages %}
{%- if message.content is string %}
{%- set content = message.content %}
{%- else %}
{%- set content = '' %}
{%- endif %}
{%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
{{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
{%- elif message.role == "assistant" %}
{%- set reasoning_content = '' %}
{%- if message.reasoning_content is string %}
{%- set reasoning_content = message.reasoning_content %}
{%- else %}
{%- if '</think>' in content %}
{%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
{%- set content = content.split('</think>')[-1].lstrip('\n') %}
{%- endif %}
{%- endif %}
{%- if loop.index0 > ns.last_query_index %}
{%- if loop.last or (not loop.last and reasoning_content) %}
{{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
{%- else %}
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68
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72,0.73828125
73,0.68359375
74,0.7109375
75,0.76953125
76,0.609375
77,0.7109375
78,0.72265625
79,0.6015625
81,0.5859375
82,0.68359375
83,0.6328125
84,0.71875
85,0.80078125
86,0.69140625
87,0.69921875
88,0.70703125
89,0.625
91,0.703125
92,0.67578125
93,0.8125
94,0.79296875
95,0.66796875
96,0.72265625
97,0.6796875
98,0.7421875
99,0.6484375
1 step critic_score_mean
2 1 0.453125
3 2 0.34765625
4 3 0.4453125
5 4 0.41015625
6 5 0.4375
7 6 0.4375
8 7 0.34375
9 8 0.42578125
10 9 0.39453125
11 11 0.5703125
12 12 0.57421875
13 13 0.51171875
14 14 0.5234375
15 15 0.56640625
16 16 0.51953125
17 17 0.46484375
18 18 0.62109375
19 19 0.62109375
20 21 0.49609375
21 22 0.5078125
22 23 0.73828125
23 24 0.6796875
24 25 0.60546875
25 26 0.68359375
26 27 0.58203125
27 28 0.60546875
28 29 0.5625
29 31 0.6640625
30 32 0.60546875
31 33 0.671875
32 34 0.63671875
33 35 0.59765625
34 36 0.6484375
35 37 0.515625
36 38 0.66796875
37 39 0.64453125
38 41 0.625
39 42 0.64453125
40 43 0.6484375
41 44 0.69921875
42 45 0.6171875
43 46 0.54296875
44 47 0.65234375
45 48 0.71484375
46 49 0.7578125
47 51 0.63671875
48 52 0.6171875
49 53 0.6328125
50 54 0.61328125
51 55 0.6953125
52 56 0.6171875
53 57 0.6875
54 58 0.75390625
55 59 0.6953125
56 61 0.67578125
57 62 0.6796875
58 63 0.625
59 64 0.765625
60 65 0.7421875
61 66 0.61328125
62 67 0.66015625
63 68 0.56640625
64 69 0.66796875
65 71 0.6796875
66 72 0.73828125
67 73 0.68359375
68 74 0.7109375
69 75 0.76953125
70 76 0.609375
71 77 0.7109375
72 78 0.72265625
73 79 0.6015625
74 81 0.5859375
75 82 0.68359375
76 83 0.6328125
77 84 0.71875
78 85 0.80078125
79 86 0.69140625
80 87 0.69921875
81 88 0.70703125
82 89 0.625
83 91 0.703125
84 92 0.67578125
85 93 0.8125
86 94 0.79296875
87 95 0.66796875
88 96 0.72265625
89 97 0.6796875
90 98 0.7421875
91 99 0.6484375

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@@ -0,0 +1,11 @@
step,val_mean16
10,0.503571428571
20,0.626785714286
30,0.657142857143
40,0.687202380952
50,0.708035714286
60,0.708035714286
70,0.716964285714
80,0.714583333333
90,0.722321428571
100,0.73630952381
1 step val_mean16
2 10 0.503571428571
3 20 0.626785714286
4 30 0.657142857143
5 40 0.687202380952
6 50 0.708035714286
7 60 0.708035714286
8 70 0.716964285714
9 80 0.714583333333
10 90 0.722321428571
11 100 0.73630952381

31
special_tokens_map.json Normal file
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{
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"<|im_start|>",
"<|im_end|>",
"<|object_ref_start|>",
"<|object_ref_end|>",
"<|box_start|>",
"<|box_end|>",
"<|quad_start|>",
"<|quad_end|>",
"<|vision_start|>",
"<|vision_end|>",
"<|vision_pad|>",
"<|image_pad|>",
"<|video_pad|>"
],
"eos_token": {
"content": "<|im_end|>",
"lstrip": false,
"normalized": false,
"rstrip": false,
"single_word": false
},
"pad_token": {
"content": "<|endoftext|>",
"lstrip": false,
"normalized": false,
"rstrip": false,
"single_word": false
}
}

BIN
tokenizer.json (Stored with Git LFS) Normal file

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239
tokenizer_config.json Normal file
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@@ -0,0 +1,239 @@
{
"add_bos_token": false,
"add_prefix_space": false,
"added_tokens_decoder": {
"151643": {
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"special": true
},
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"special": true
},
"151645": {
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},
"151646": {
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"special": true
},
"151647": {
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"normalized": false,
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"special": true
},
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"special": true
},
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},
"151650": {
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},
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},
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},
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},
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},
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},
"151659": {
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},
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},
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},
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},
"151665": {
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},
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},
"151667": {
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},
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},
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],
"bos_token": null,
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"eos_token": "<|im_end|>",
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"model_max_length": 131072,
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}

1
vocab.json Normal file

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