loopshape-30-8B / rl_config.yaml
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{
"job_name": "rl__56GPU_seqnorm_tis_untrunc_symclip_loopshape__exp_rpt_pymethods2test-large__GLM-4_7-swesmith-san",
"experiments_dir": "/e/data1/datasets/playground/ot-baf/rl__56GPU_seqnorm_tis_untrunc_symclip_loopshape__exp_rpt_pymethods2test-large__GLM-4_7-swesmith-san",
"cluster_name": "jupiter",
"skyrl_entrypoint": "examples.terminal_bench.entrypoints.main_tbench",
"skyrl_hydra_args": [
"+terminal_bench_config=terminal_bench",
"trainer.strategy=fsdp2",
"trainer.algorithm.advantage_estimator=rloo_n",
"trainer.algorithm.use_kl_loss=false",
"trainer.algorithm.kl_loss_coef=0.0",
"trainer.algorithm.eps_clip_low=0.2",
"trainer.algorithm.eps_clip_high=0.2",
"trainer.algorithm.loss_reduction=seq_mean_token_sum_norm_global",
"trainer.algorithm.use_tis=true",
"trainer.algorithm.tis_imp_ratio_cap=2.0",
"trainer.epochs=2",
"trainer.max_steps=80",
"trainer.update_epochs_per_batch=1",
"trainer.train_batch_size=64",
"trainer.policy_mini_batch_size=64",
"trainer.eval_batch_size=64",
"trainer.micro_forward_batch_size_per_gpu=4",
"trainer.micro_train_batch_size_per_gpu=1",
"trainer.max_prompt_length=999999",
"trainer.eval_interval=999999",
"trainer.eval_before_train=false",
"trainer.ckpt_interval=2",
"trainer.resume_mode=latest",
"trainer.hf_save_interval=5",
"++trainer.hf_hub_repo_id=laion/rl__56GPU_seqnorm_tis_untrunc_symclip_loopshape__exp_rpt_pymethods2test-large__GLM-4_7-swesmith-san",
"++trainer.hf_hub_private=false",
"++trainer.hf_hub_revision=main",
"++trainer.enable_db_registration=false",
"trainer.project_name=OpenThoughts-Agent",
"trainer.log_level=INFO",
"trainer.tracker_commit_each_step=true",
"trainer.logger=console",
"trainer.run_name=rl__56GPU_seqnorm_tis_untrunc_symclip_loopshape__exp_rpt_pymethods2test-large__GLM-4_7-swesmith-san",
"trainer.ckpt_path=/e/data1/datasets/playground/ot-baf/rl__56GPU_seqnorm_tis_untrunc_symclip_loopshape__exp_rpt_pymethods2test-large__GLM-4_7-swesmith-san/rl__56GPU_seqnorm_tis_untrunc_symclip_loopshape__exp_rpt_pymethods2test-large__GLM-4_7-swesmith-san/checkpoints",
"trainer.export_path=/e/data1/datasets/playground/ot-baf/rl__56GPU_seqnorm_tis_untrunc_symclip_loopshape__exp_rpt_pymethods2test-large__GLM-4_7-swesmith-san/rl__56GPU_seqnorm_tis_untrunc_symclip_loopshape__exp_rpt_pymethods2test-large__GLM-4_7-swesmith-san/exports",
"trainer.policy.optimizer_config.lr=8e-6",
"trainer.policy.optimizer_config.weight_decay=0.0",
"trainer.policy.optimizer_config.adam_betas=[0.9,0.999]",
"trainer.policy.optimizer_config.max_grad_norm=0.9",
"trainer.policy.fsdp_config.cpu_offload=false",
"trainer.policy.fsdp_config.reshard_after_forward=true",
"trainer.policy.fsdp_config.fsdp_size=4",
"trainer.policy.model.path=/e/data1/datasets/playground/ot-baf/hf_hub/models--laion--GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink/snapshots/0e3bff0c4e51f6b9ec0713b98b9eec36efb91cc6",
"trainer.ref.fsdp_config.cpu_offload=false",
"trainer.ref.fsdp_config.reshard_after_forward=true",
"trainer.ref.fsdp_config.fsdp_size=4",
"trainer.placement.colocate_all=false",
"trainer.placement.policy_num_nodes=2",
"trainer.placement.ref_num_nodes=2",
"trainer.placement.policy_num_gpus_per_node=4",
"trainer.placement.ref_num_gpus_per_node=4",
"trainer.fully_async.max_staleness_steps=16",
"trainer.fully_async.num_parallel_generation_workers=338",
"generator.backend=vllm",
"generator.timeout_multiplier=1.0",
"generator.model_dtype=bfloat16",
"generator.inference_engine_tensor_parallel_size=1",
"generator.num_inference_engines=48",
"generator.n_samples_per_prompt=8",
"generator.eval_n_samples_per_prompt=8",
"generator.gpu_memory_utilization=0.75",
"generator.max_num_seqs=24",
"generator.max_num_batched_tokens=65536",
"generator.enable_prefix_caching=true",
"generator.enable_chunked_prefill=true",
"generator.run_engines_locally=true",
"generator.weight_sync_backend=nccl",
"generator.async_engine=true",
"generator.batched=false",
"generator.enable_http_endpoint=true",
"generator.enable_ray_prometheus_stats=false",
"generator.vllm_stats_interval=1",
"generator.append_eos_token_after_stop_str_in_multi_turn=true",
"generator.max_turns=999999",
"generator.sampling_params.max_generate_length=4096",
"generator.sampling_params.temperature=1.0",
"generator.sampling_params.top_p=1.0",
"generator.sampling_params.top_k=-1",
"++generator.engine_init_kwargs.max_model_len=32768",
"++generator.engine_init_kwargs.custom_chat_template_chat_completion_path=chat_templates/qwen3_thinking_acc.jinja2",
"++generator.engine_init_kwargs.served_model_name=0e3bff0c4e51f6b9ec0713b98b9eec36efb91cc6",
"data.train_data=[\"/e/scratch/jureap59/feuer1/tasks/exp_rpt_pymethods2test-large\"]",
"data.val_data=[]",
"+terminal_bench_config.trials_dir=/e/data1/datasets/playground/ot-baf/rl__56GPU_seqnorm_tis_untrunc_symclip_loopshape__exp_rpt_pymethods2test-large__GLM-4_7-swesmith-san/rl__56GPU_seqnorm_tis_untrunc_symclip_loopshape__exp_rpt_pymethods2test-large__GLM-4_7-swesmith-san/trace_jobs",
"+terminal_bench_config.harbor.name=terminus-2",
"+terminal_bench_config.harbor.max_episodes=999999",
"+terminal_bench_config.harbor.enable_summarize=false",
"+terminal_bench_config.harbor.store_all_messages=true",
"+terminal_bench_config.harbor.trajectory_config.raw_content=true",
"+terminal_bench_config.harbor.enable_episode_logging=false",
"+terminal_bench_config.harbor.record_terminal_session=false",
"+terminal_bench_config.harbor.enable_pane_logging=false",
"+terminal_bench_config.harbor.strict_json_parser=true",
"+terminal_bench_config.harbor.interleaved_thinking=true",
"+terminal_bench_config.harbor.extra_body.chat_template_kwargs.enable_thinking=true",
"+terminal_bench_config.harbor.override_timeout_sec=900",
"+terminal_bench_config.harbor.override_cpus=1",
"+terminal_bench_config.harbor.override_memory_mb=2048",
"+terminal_bench_config.harbor.override_storage_mb=2048",
"+terminal_bench_config.harbor.auto_snapshot=true",
"+terminal_bench_config.harbor.verifier_override_timeout_sec=120",
"+terminal_bench_config.harbor.max_retries=3",
"+terminal_bench_config.harbor.min_wait_sec=60.0",
"+terminal_bench_config.harbor.max_wait_sec=600.0",
"+terminal_bench_config.harbor.wait_multiplier=2.0",
"+terminal_bench_config.harbor.exclude_exceptions=[\"VerifierTimeoutError\",\"VerifierRuntimeError\",\"RewardFileNotFoundError\",\"RewardFileEmptyError\",\"VerifierOutputParseError\"]",
"+terminal_bench_config.harbor.n_concurrent_trials=675",
"+terminal_bench_config.harbor.log_level=INFO",
"+terminal_bench_config.harbor.enable_reward_shaping=true",
"+terminal_bench_config.harbor.reward_shaper=composite_loop",
"+terminal_bench_config.harbor.loop_outcome_shaper=original",
"+terminal_bench_config.harbor.loop_shaping.outcome_weight=1.0",
"+terminal_bench_config.harbor.loop_shaping.total_shaping_cap=0.3",
"+terminal_bench_config.harbor.loop_shaping.terminate.enabled=true",
"+terminal_bench_config.harbor.loop_shaping.terminate.green_bonus=0.3",
"+terminal_bench_config.harbor.loop_shaping.terminate.red_penalty=0.3",
"+terminal_bench_config.harbor.loop_shaping.terminate.noterm_penalty=0.2",
"+terminal_bench_config.harbor.loop_shaping.antithrash.enabled=true",
"+terminal_bench_config.harbor.loop_shaping.antithrash.per_repeat_penalty=0.02",
"+terminal_bench_config.harbor.loop_shaping.antithrash.cap=0.1",
"+terminal_bench_config.harbor.collect_rollout_details=true",
"+terminal_bench_config.harbor.enable_error_classification=true",
"+terminal_bench_config.harbor.mask_exceptions=[\"DaytonaError\",\"EnvironmentStartTimeoutError\",\"NetworkError\",\"ConnectionError\",\"RewardFileNotFoundError\",\"RewardFileEmptyError\",\"AgentEnvironmentTimeoutError\",\"ContextLengthExceededError\"]",
"+terminal_bench_config.harbor.default_error_treatment=zero",
"+terminal_bench_config.harbor.passthrough_exceptions=[\"AgentTimeoutError\"]",
"+terminal_bench_config.harbor.zero_exceptions=[]",
"+terminal_bench_config.model_info.max_input_tokens=32000",
"+terminal_bench_config.model_info.max_output_tokens=4096",
"+terminal_bench_config.archiving.enabled=false",
"+terminal_bench_config.trace_upload.enabled=true",
"+terminal_bench_config.trace_upload.repo_org=DCAgent",
"+terminal_bench_config.trace_upload.episodes=last",
"+terminal_bench_config.trace_upload.dataset_type=SFT",
"+terminal_bench_config.trace_upload.cleanup=true"
],
"model_path": "/e/data1/datasets/playground/ot-baf/hf_hub/models--laion--GLM-4_7-swesmith-sandboxes-with_tests-oracle_verified_120s-maxeps-131k-fixthink/snapshots/0e3bff0c4e51f6b9ec0713b98b9eec36efb91cc6",
"train_data": [
"/e/scratch/jureap59/feuer1/tasks/exp_rpt_pymethods2test-large"
],
"val_data": [],
"num_nodes": 14,
"gpus_per_node": 4,
"cpus_per_node": 288,
"tensor_parallel_size": 1,
"ray_port": 6379,
"master_port": 12345,
"checkpoints_dir": null,
"export_path": "/e/data1/datasets/playground/ot-baf/rl__56GPU_seqnorm_tis_untrunc_symclip_loopshape__exp_rpt_pymethods2test-large__GLM-4_7-swesmith-san/rl__56GPU_seqnorm_tis_untrunc_symclip_loopshape__exp_rpt_pymethods2test-large__GLM-4_7-swesmith-san/exports",
"needs_ssh_tunnel": true,
"needs_cuda_detection": false,
"pinggy_persistent_url": null,
"pinggy_token": null,
"agent_name": "terminus-2",
"harbor_env": "daytona",
"proxychains_binary": null,
"container_sif": null,
"container_binds": [],
"ray_object_store_gb": 40.0,
"trace_upload_enabled": true,
"trace_upload_repo_org": "DCAgent",
"trace_upload_episodes": "last",
"trace_upload_dataset_type": "SFT",
"trace_upload_cleanup": true
}