Datasetpublic
kobzaond/RLVRAMBench

RLVRAMBench Which language-model training configurations can I use with the memory I have, and how much testing does that decision require? RLVRAMBench is a measurement dataset with open evaluation tasks for a specific language-model training system. It measures memory feasibility when response generation and reinforcement-learning updates share the same graphics processors. It provides measured outcomes, fixed prediction tasks, a budgeted decision replay, reference methods, and… See the full description on the dataset page: https://huggingface.co/datasets/kobzaond/RLVRAMBench.
sourceHugging Facemitupdated 9d agoView on Hugging Face
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rootbenchmarkconfigurations.csv
configurations.csv214 linesDownload Raw Back to benchmark
1configuration_id,case_id,study,model_family,model_name,model_id,workload_id,workload_name,legacy_dataset_id,algorithm,adaptation,configuration_level,condition,gpu_count,rollout_tp_size,actor_micro_batch,rollout_logprob_micro_batch,ref_logprob_micro_batch,vllm_gpu_memory_utilization,parameter_offload,optimizer_offload,free_cache_engine,max_prompt_length,max_response_length,max_model_len,max_num_seqs,rollout_n,train_batch_size,train_max_samples,val_max_samples,total_training_steps,gpu_monitor_interval_ms,allocator_trace_enabled,allocator_trace_sync,save_freq,test_freq,val_before_train,resume_mode,max_actor_ckpt_to_keep,accelerator,device_capacity_mib,margin_limit_mib,peak_measurement2cfg-00e028aa49d34e64,case-a7fae5fca89f0675,batch_reservation,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,joint,,2,1,16,4,4,0.7,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory3cfg-00e900d266f3e8a4,case-053c0c2e78f46eb1,batch_reservation,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,code_standard,Standard code,code_standard,GRPO,LoRA,base,,2,1,8,4,4,0.6,False,False,True,640,1024,1664,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory4cfg-06e80279db3caed1,case-4728477950883efc,instrumentation,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,math,MATH mathematics,math,GRPO,LoRA,c2,external,2,1,8,8,8,0.6,False,False,True,512,512,1024,128,2,64,64,64,1,100,False,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory5cfg-072bd7669d20f8fa,case-9edcd27bfa38bde6,four_gpu,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,math,MATH mathematics,math,GRPO,LoRA,c3,four_gpu,4,1,16,8,8,0.7,False,False,True,512,512,1024,128,2,64,64,64,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory6cfg-0804f13209d60a6b,case-ff036b3bb024a9a2,instrumentation,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c2,full,2,1,8,4,4,0.6,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory7cfg-08730ad4a3df95fa,case-8f0dd500a2fbb367,batch_reservation,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,reservation_only,,2,1,8,4,4,0.7,False,False,True,1536,1024,2560,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory8cfg-09d34ea9e791de94,case-125ea0c010140886,batch_reservation,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,reservation_only,,2,1,8,4,4,0.7,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory9cfg-0a36e5abf5f9732e,case-65d8444b21951a76,temporal_40,qwen25_1p5b,Qwen2.5-1.5B-Instruct,Qwen/Qwen2.5-1.5B-Instruct,math,MATH mathematics,math,GRPO,LoRA,safe_margin,,2,1,4,8,8,0.5,False,False,True,1792,1024,2816,256,5,128,-1,128,40,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory10cfg-0d9ba9215ab5683e,case-3b29fa0f8aca4ad8,boundary,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,code_standard,Standard code,code_standard,GRPO,LoRA,c3,,2,1,16,4,4,0.7,False,False,True,640,1024,1664,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory11cfg-0f540d3f6fe4661b,case-72e234e68dbd93fc,boundary,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,math,MATH mathematics,math,GRPO,LoRA,c2,,2,1,8,8,8,0.6,False,False,True,512,512,1024,128,2,64,64,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory12cfg-0f8a31ef7ac4c551,case-72e234e68dbd93fc,boundary,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,math,MATH mathematics,math,GRPO,LoRA,c1,,2,1,4,8,8,0.45,True,False,True,512,512,1024,128,2,64,64,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory13cfg-10644b5d0a82d5c3,case-0cbe32dd0cd7439d,boundary,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,c5,,2,1,32,4,4,0.85,False,False,True,1536,1024,2560,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory14cfg-1432bb8a4d9c3b8c,case-9edcd27bfa38bde6,four_gpu,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,math,MATH mathematics,math,GRPO,LoRA,c4,four_gpu,4,1,16,8,8,0.8,False,False,True,512,512,1024,128,2,64,64,64,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory15cfg-14d47144a7cbb833,case-a7fae5fca89f0675,batch_reservation,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,base,,2,1,8,4,4,0.6,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory16cfg-161de6cc5f566679,case-1559e659e474b46f,batch_reservation,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,joint,,2,1,16,4,4,0.7,False,False,True,1536,1024,2560,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory17cfg-1658eb2e3197050f,case-ac90d2ed721ae9dc,sampling_calibration,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,safe_margin,control,2,1,1,4,4,0.3,True,False,True,1024,2048,3072,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory18cfg-17e69bcf1b041bd9,case-b192d6c84c26b05b,four_gpu,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c3,four_gpu,4,1,16,4,4,0.7,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory19cfg-18285c3cb50308d4,case-0cbe32dd0cd7439d,boundary,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,c1,,2,1,4,4,4,0.45,True,False,True,1536,1024,2560,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory20cfg-18edbed17d1a0c2e,case-ad7d1b0f80914b88,state_release,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,math,MATH mathematics,math,GRPO,LoRA,safe_margin,release,2,1,2,8,8,0.35,True,False,True,1792,1024,2816,256,5,128,128,128,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory21cfg-191bdf2aa4d09de2,case-1cbe25e6278b49db,batch_reservation,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,math,MATH mathematics,math,GRPO,LoRA,base,,2,1,8,8,8,0.6,False,False,True,512,512,1024,128,2,64,64,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory22cfg-195974eaa7e946e0,case-eea4168be2efa3f0,horizon_followup,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,math,MATH mathematics,math,GRPO,LoRA,interpolated_boundary,source,2,1,16,8,8,0.75,False,False,True,512,512,1024,128,2,64,-1,64,1,100,True,1,25,20,True,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory23cfg-1c5278f8be90a50a,case-f465ad721b3d7997,boundary,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,c3,,2,1,16,4,4,0.7,False,False,True,1536,1024,2560,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory24cfg-211b6fafd167a310,case-1cbe25e6278b49db,batch_reservation,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,math,MATH mathematics,math,GRPO,LoRA,actor_only,,2,1,16,8,8,0.6,False,False,True,512,512,1024,128,2,64,64,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory25cfg-2178e5e1edeaba78,case-a2372c2b6de3a7be,batch_logging_control,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,full_b16,full_b16,2,1,16,4,4,0.6,False,False,True,1536,1024,2560,64,2,32,32,32,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory26cfg-2609c0d3dc682182,case-d2baed5e3fea2fee,sampling_calibration,qwen25_1p5b,Qwen2.5-1.5B-Instruct,Qwen/Qwen2.5-1.5B-Instruct,math,MATH mathematics,math,GRPO,LoRA,near_boundary,high_frequency,2,1,16,8,8,0.7,False,False,True,512,512,1024,128,2,64,64,64,1,10,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory27cfg-28f3c14e91d01934,case-8f0dd500a2fbb367,batch_reservation,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,joint,,2,1,16,4,4,0.7,False,False,True,1536,1024,2560,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory28cfg-2ad5ea3587b997a9,case-053c0c2e78f46eb1,batch_reservation,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,code_standard,Standard code,code_standard,GRPO,LoRA,joint,,2,1,16,4,4,0.7,False,False,True,640,1024,1664,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory29cfg-2afbe250af9cd3e1,case-4b10c2bfe26b9b30,four_gpu,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,math,MATH mathematics,math,GRPO,LoRA,c3,four_gpu,4,1,16,8,8,0.7,False,False,True,512,512,1024,128,2,64,256,64,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory30cfg-2b2cf1d2c3374464,case-f340016856b6bb46,instrumentation,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,math,MATH mathematics,math,GRPO,LoRA,c4,full,2,1,16,8,8,0.8,False,False,True,512,512,1024,128,2,64,256,64,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory31cfg-2d4026e56a7ee4fe,case-f340016856b6bb46,instrumentation,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,math,MATH mathematics,math,GRPO,LoRA,c4,external,2,1,16,8,8,0.8,False,False,True,512,512,1024,128,2,64,256,64,1,100,False,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory32cfg-301e4dae7048c6ec,case-b192d6c84c26b05b,four_gpu,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c2,four_gpu,4,1,8,4,4,0.6,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory33cfg-30e348e68aa5fb5c,case-ad7d1b0f80914b88,state_release,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,math,MATH mathematics,math,GRPO,LoRA,near_boundary,resident,2,1,16,8,8,0.65,False,False,False,1792,1024,2816,256,5,128,128,128,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory34cfg-30f98456fdb322c1,case-4292ea81ce5a0a8a,boundary,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,math,MATH mathematics,math,GRPO,LoRA,c2,,2,1,8,8,8,0.6,False,False,True,512,512,1024,128,2,64,64,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory35cfg-3171760c4182a3cf,case-4d982363eb76a344,horizon_followup,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,math,MATH mathematics,math,GRPO,LoRA,interpolated_boundary,source,2,1,16,8,8,0.65,False,False,True,512,512,1024,128,2,64,-1,64,1,100,True,1,25,20,True,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory36cfg-3197439008c27071,case-071e487c551d1e8b,horizon_followup,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,math,MATH mathematics,math,GRPO,LoRA,interpolated_boundary,long,2,1,16,8,8,0.75,False,False,True,512,512,1024,128,2,64,-1,64,100,100,True,1,25,20,True,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory37cfg-3221cb24296b28df,case-f340016856b6bb46,instrumentation,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,math,MATH mathematics,math,GRPO,LoRA,c3,external,2,1,16,8,8,0.7,False,False,True,512,512,1024,128,2,64,256,64,1,100,False,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory38cfg-32977d5aa42a41cb,case-8a509de3be5cc9c0,boundary,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,math,MATH mathematics,math,GRPO,LoRA,c5,,2,1,32,8,8,0.85,False,False,True,512,512,1024,128,2,64,256,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory39cfg-331bb196cd92fe75,case-3952ccf0bc77c9d4,temporal_100,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,safe_margin,,2,1,16,8,8,0.5,False,False,True,256,1024,1280,256,5,128,-1,128,100,100,,,80,20,True,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory40cfg-338d9224eb9d2f3a,case-63523914ab4f2ca0,boundary,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c2,,2,1,8,4,4,0.6,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory41cfg-352f4dbc55fbcd3c,case-63523914ab4f2ca0,boundary,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c5,,2,1,32,4,4,0.85,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory42cfg-371ae37408089efe,case-9edcd27bfa38bde6,four_gpu,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,math,MATH mathematics,math,GRPO,LoRA,c2,four_gpu,4,1,8,8,8,0.6,False,False,True,512,512,1024,128,2,64,64,64,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory43cfg-399f6b038d6f65f9,case-51d35057c79e5d8c,four_gpu,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c2,four_gpu,4,1,8,4,4,0.6,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory44cfg-3b9787f775169f3d,case-ab131bff19b8770e,batch_reservation,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,math,MATH mathematics,math,GRPO,LoRA,actor_only,,2,1,16,8,8,0.6,False,False,True,512,512,1024,128,2,64,256,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory45cfg-3bbff1090fab73f9,case-74010139ce8fb6a0,instrumentation,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c3,full,2,1,16,4,4,0.7,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory46cfg-3c3a7527d888e069,case-ff036b3bb024a9a2,instrumentation,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c3,full,2,1,16,4,4,0.7,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory47cfg-3c86a11fdb8455cb,case-abb8a07d13eb7634,boundary,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c5,,2,1,32,4,4,0.85,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory48cfg-3ca7715d60421fe4,case-1cbe25e6278b49db,batch_reservation,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,math,MATH mathematics,math,GRPO,LoRA,joint,,2,1,16,8,8,0.7,False,False,True,512,512,1024,128,2,64,64,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory49cfg-3dc042a103546eac,case-201b7a50ed47a7dd,boundary,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,c5,,2,1,32,4,4,0.85,False,False,True,1536,1024,2560,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory50cfg-3ed91476f970784c,case-25cb961ad11646d5,sampling_calibration,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,math,MATH mathematics,math,GRPO,LoRA,safe_margin,high_frequency,2,1,2,8,8,0.35,True,False,True,1792,1024,2816,256,5,128,128,128,1,10,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory51cfg-3f0f48a3c570a0c8,case-4292ea81ce5a0a8a,boundary,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,math,MATH mathematics,math,GRPO,LoRA,c0,,2,1,1,8,8,0.3,True,False,True,512,512,1024,128,2,64,64,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory52cfg-3fb18b33cd9f8bcf,case-ad7d1b0f80914b88,state_release,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,math,MATH mathematics,math,GRPO,LoRA,near_boundary,release,2,1,16,8,8,0.65,False,False,True,1792,1024,2816,256,5,128,128,128,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory53cfg-3ffb5c1bf8440754,case-d7f11aaa56a7922a,batch_reservation,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,reservation_only,,2,1,8,4,4,0.7,False,False,True,1536,1024,2560,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory54cfg-402f13fde534d758,case-125ea0c010140886,batch_reservation,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,actor_only,,2,1,16,4,4,0.6,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory55cfg-409a2028c2748c88,case-101c791aa0c50cb3,batch_logging_control,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,external_b16,external_b16,2,1,16,4,4,0.6,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,False,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory56cfg-40dbe09dcfdb5368,case-8f0dd500a2fbb367,batch_reservation,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,actor_only,,2,1,16,4,4,0.6,False,False,True,1536,1024,2560,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory57cfg-419301d6d3eea82b,case-80add371962db1f0,state_release,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,safe_margin,resident,2,1,1,4,4,0.3,True,False,False,1024,2048,3072,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory58cfg-41e61e03ad83499f,case-d2baed5e3fea2fee,sampling_calibration,qwen25_1p5b,Qwen2.5-1.5B-Instruct,Qwen/Qwen2.5-1.5B-Instruct,math,MATH mathematics,math,GRPO,LoRA,near_boundary,control,2,1,16,8,8,0.7,False,False,True,512,512,1024,128,2,64,64,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory59cfg-42a07dcd991102a7,case-3550ce2e14c08163,batch_reservation,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,code_standard,Standard code,code_standard,GRPO,LoRA,base,,2,1,8,4,4,0.6,False,False,True,640,1024,1664,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory60cfg-445e1547e9317cd0,case-daab33d15185acc3,batch_reservation,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,base,,2,1,8,4,4,0.6,False,False,True,1024,2048,3072,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory61cfg-44b1b60788cfb061,case-80add371962db1f0,state_release,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,safe_margin,release,2,1,1,4,4,0.3,True,False,True,1024,2048,3072,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory62cfg-4743c1c830bad982,case-4728477950883efc,instrumentation,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,math,MATH mathematics,math,GRPO,LoRA,c2,full,2,1,8,8,8,0.6,False,False,True,512,512,1024,128,2,64,64,64,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory63cfg-49d9bccfe873f5c6,case-f465ad721b3d7997,boundary,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,c4,,2,1,16,4,4,0.8,False,False,True,1536,1024,2560,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory64cfg-4c4910aff27c5f91,case-ac90d2ed721ae9dc,sampling_calibration,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,safe_margin,high_frequency,2,1,1,4,4,0.3,True,False,True,1024,2048,3072,64,2,32,32,32,1,10,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory65cfg-4e0b53e75324e5f8,case-80add371962db1f0,state_release,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,near_boundary,release,2,1,16,8,8,0.65,False,False,True,256,1024,1280,256,5,128,128,128,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory66cfg-4eeaf0596358fc50,case-25cb961ad11646d5,sampling_calibration,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,math,MATH mathematics,math,GRPO,LoRA,near_boundary,high_frequency,2,1,16,8,8,0.65,False,False,True,1792,1024,2816,256,5,128,128,128,1,10,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory67cfg-4fc35dde1bc7253c,case-575864faf76d1f42,instrumentation,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c4,full,2,1,16,4,4,0.8,False,False,True,1024,2048,3072,64,2,32,128,32,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory68cfg-4feb2171d2cb6476,case-a2372c2b6de3a7be,batch_logging_control,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,external_b16,external_b16,2,1,16,4,4,0.6,False,False,True,1536,1024,2560,64,2,32,32,32,1,100,False,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory69cfg-5047dff55c13e55f,case-125ea0c010140886,batch_reservation,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,base,,2,1,8,4,4,0.6,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory70cfg-5244d13eac3116ad,case-63523914ab4f2ca0,boundary,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c0,,2,1,1,4,4,0.3,True,False,True,1024,2048,3072,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory71cfg-55811d23c5144bb7,case-4292ea81ce5a0a8a,boundary,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,math,MATH mathematics,math,GRPO,LoRA,c4,,2,1,16,8,8,0.8,False,False,True,512,512,1024,128,2,64,64,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory72cfg-5629d7e19157784a,case-8f0dd500a2fbb367,batch_reservation,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,base,,2,1,8,4,4,0.6,False,False,True,1536,1024,2560,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory73cfg-57f3e6381e2a814a,case-a7fae5fca89f0675,batch_reservation,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,actor_only,,2,1,16,4,4,0.6,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory74cfg-5839ccf95c2c1722,case-63523914ab4f2ca0,boundary,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c4,,2,1,16,4,4,0.8,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory75cfg-584e6c6664859977,case-daab33d15185acc3,batch_reservation,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,actor_only,,2,1,16,4,4,0.6,False,False,True,1024,2048,3072,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory76cfg-5c14e44760909675,case-badcc35c721fde01,state_release,qwen25_1p5b,Qwen2.5-1.5B-Instruct,Qwen/Qwen2.5-1.5B-Instruct,math,MATH mathematics,math,GRPO,LoRA,near_boundary,release,2,1,16,8,8,0.7,False,False,True,512,512,1024,128,2,64,64,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory77cfg-5f2f431355dfcb31,case-0e9eea3099433d31,batch_reservation,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,code_standard,Standard code,code_standard,GRPO,LoRA,reservation_only,,2,1,8,4,4,0.7,False,False,True,640,1024,1664,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory78cfg-5ff9621270e710ed,case-b192d6c84c26b05b,four_gpu,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c4,four_gpu,4,1,16,4,4,0.8,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory79cfg-61c14de21a34d0e6,case-b2740e83619312c4,boundary,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,code_standard,Standard code,code_standard,GRPO,LoRA,c4,,2,1,16,4,4,0.8,False,False,True,640,1024,1664,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory80cfg-62f371a80968a0ba,case-4292ea81ce5a0a8a,boundary,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,math,MATH mathematics,math,GRPO,LoRA,c1,,2,1,4,8,8,0.45,True,False,True,512,512,1024,128,2,64,64,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory81cfg-6467c4b5acff38f3,case-4728477950883efc,instrumentation,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,math,MATH mathematics,math,GRPO,LoRA,c3,full,2,1,16,8,8,0.7,False,False,True,512,512,1024,128,2,64,64,64,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory82cfg-6a4562db98b38d6f,case-ab5bfd69a29741ce,boundary,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c4,,2,1,16,4,4,0.8,False,False,True,1024,2048,3072,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory83cfg-6d54ac65d934f404,case-3b29fa0f8aca4ad8,boundary,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,code_standard,Standard code,code_standard,GRPO,LoRA,c2,,2,1,8,4,4,0.6,False,False,True,640,1024,1664,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory84cfg-714c540f76d9525d,case-398e989379a2ea29,four_gpu,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,math,MATH mathematics,math,GRPO,LoRA,c3,four_gpu,4,1,16,8,8,0.7,False,False,True,512,512,1024,128,2,64,64,64,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory85cfg-71a1a1a191bc4135,case-575864faf76d1f42,instrumentation,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c4,external,2,1,16,4,4,0.8,False,False,True,1024,2048,3072,64,2,32,128,32,1,100,False,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory86cfg-71b33248b3cb3190,case-ab131bff19b8770e,batch_reservation,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,math,MATH mathematics,math,GRPO,LoRA,joint,,2,1,16,8,8,0.7,False,False,True,512,512,1024,128,2,64,256,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory87cfg-7214bb5da77f58a0,case-25cb961ad11646d5,sampling_calibration,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,math,MATH mathematics,math,GRPO,LoRA,near_boundary,control,2,1,16,8,8,0.65,False,False,True,1792,1024,2816,256,5,128,128,128,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory88cfg-73498805917fd151,case-575864faf76d1f42,instrumentation,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c3,external,2,1,16,4,4,0.7,False,False,True,1024,2048,3072,64,2,32,128,32,1,100,False,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory89cfg-73c06764ba28a56b,case-ab5bfd69a29741ce,boundary,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c3,,2,1,16,4,4,0.7,False,False,True,1024,2048,3072,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory90cfg-75662a6552e74f29,case-ab131bff19b8770e,batch_reservation,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,math,MATH mathematics,math,GRPO,LoRA,base,,2,1,8,8,8,0.6,False,False,True,512,512,1024,128,2,64,256,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory91cfg-7898c5f5e25f7757,case-b010f5ab715973f8,temporal_100,qwen25_1p5b,Qwen2.5-1.5B-Instruct,Qwen/Qwen2.5-1.5B-Instruct,math,MATH mathematics,math,GRPO,LoRA,near_boundary,,2,1,4,8,8,0.65,False,False,True,1792,1024,2816,256,5,128,-1,128,100,100,,,80,20,True,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory92cfg-78c440d3891ddbc2,case-51d35057c79e5d8c,four_gpu,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c4,four_gpu,4,1,16,4,4,0.8,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory93cfg-792be3e27c84b0cb,case-65d8444b21951a76,temporal_40,qwen25_1p5b,Qwen2.5-1.5B-Instruct,Qwen/Qwen2.5-1.5B-Instruct,math,MATH mathematics,math,GRPO,LoRA,one_step_unsafe,,2,1,16,8,8,0.8,False,False,True,1792,1024,2816,256,5,128,-1,128,40,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory94cfg-7a0e81934d3398ee,case-201b7a50ed47a7dd,boundary,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,c0,,2,1,1,4,4,0.3,True,False,True,1536,1024,2560,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory95cfg-7a98d0694b7ff8f8,case-ac90d2ed721ae9dc,sampling_calibration,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,near_boundary,high_frequency,2,1,16,8,8,0.65,False,False,True,256,1024,1280,256,5,128,128,128,1,10,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory96cfg-7a9a974958c57abc,case-63523914ab4f2ca0,boundary,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c3,,2,1,16,4,4,0.7,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory97cfg-7d5384d3ac8311c8,case-3168faf5c1fef9b2,horizon_followup,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,interpolated_boundary,source,2,1,16,4,4,0.65,False,False,True,1024,2048,3072,64,2,32,-1,32,1,100,True,1,25,20,True,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory98cfg-7df2428553b76877,case-0cbe32dd0cd7439d,boundary,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,c4,,2,1,16,4,4,0.8,False,False,True,1536,1024,2560,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory99cfg-7ee75feb0b09675f,case-2a2cd33b75db5a21,batch_reservation,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,math,MATH mathematics,math,GRPO,LoRA,actor_only,,2,1,16,8,8,0.6,False,False,True,512,512,1024,128,2,64,64,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory100cfg-7f23cab692546e3f,case-b2740e83619312c4,boundary,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,code_standard,Standard code,code_standard,GRPO,LoRA,c5,,2,1,32,4,4,0.85,False,False,True,640,1024,1664,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory101cfg-818aa43be2ebba5e,case-4f7489c4b7b2a3a4,horizon_followup,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,math,MATH mathematics,math,GRPO,LoRA,interpolated_boundary,long,2,1,16,8,8,0.65,False,False,True,512,512,1024,128,2,64,-1,64,100,100,True,1,25,20,True,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory102cfg-831b7ab9490a8a5f,case-101c791aa0c50cb3,batch_logging_control,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,full_b16,full_b16,2,1,16,4,4,0.6,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory103cfg-835067f7405e89a2,case-8a509de3be5cc9c0,boundary,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,math,MATH mathematics,math,GRPO,LoRA,c3,,2,1,16,8,8,0.7,False,False,True,512,512,1024,128,2,64,256,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory104cfg-83aadaf7687932d9,case-74010139ce8fb6a0,instrumentation,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c4,full,2,1,16,4,4,0.8,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory105cfg-872fe55d8f69b30c,case-65d8444b21951a76,temporal_40,qwen25_1p5b,Qwen2.5-1.5B-Instruct,Qwen/Qwen2.5-1.5B-Instruct,math,MATH mathematics,math,GRPO,LoRA,near_boundary,,2,1,4,8,8,0.65,False,False,True,1792,1024,2816,256,5,128,-1,128,40,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory106cfg-896685010703c0fb,case-9016781c2a452d34,boundary,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,code_standard,Standard code,code_standard,GRPO,LoRA,c5,,2,1,32,4,4,0.85,False,False,True,640,1024,1664,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory107cfg-89ca48ce88ea694e,case-0cbe32dd0cd7439d,boundary,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,c3,,2,1,16,4,4,0.7,False,False,True,1536,1024,2560,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory108cfg-8a39420e5b484230,case-1cbe25e6278b49db,batch_reservation,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,math,MATH mathematics,math,GRPO,LoRA,reservation_only,,2,1,8,8,8,0.7,False,False,True,512,512,1024,128,2,64,64,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory109cfg-8b7eb5281a925727,case-daab33d15185acc3,batch_reservation,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,joint,,2,1,16,4,4,0.7,False,False,True,1024,2048,3072,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory110cfg-8bd7050cd7f49e78,case-abb8a07d13eb7634,boundary,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c0,,2,1,1,4,4,0.3,True,False,True,1024,2048,3072,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory111cfg-90f4a9f55e2f827d,case-a2372c2b6de3a7be,batch_logging_control,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,full_b8,full_b8,2,1,8,4,4,0.6,False,False,True,1536,1024,2560,64,2,32,32,32,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory112cfg-9139b72537023523,case-3550ce2e14c08163,batch_reservation,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,code_standard,Standard code,code_standard,GRPO,LoRA,joint,,2,1,16,4,4,0.7,False,False,True,640,1024,1664,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory113cfg-9160dc45a0171a10,case-3b29fa0f8aca4ad8,boundary,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,code_standard,Standard code,code_standard,GRPO,LoRA,c0,,2,1,1,4,4,0.3,True,False,True,640,1024,1664,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory114cfg-93d4f41e600c9079,case-201b7a50ed47a7dd,boundary,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,c4,,2,1,16,4,4,0.8,False,False,True,1536,1024,2560,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory115cfg-95d55e94877f1b88,case-25cb961ad11646d5,sampling_calibration,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,math,MATH mathematics,math,GRPO,LoRA,safe_margin,control,2,1,2,8,8,0.35,True,False,True,1792,1024,2816,256,5,128,128,128,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory116cfg-966f5804dc918967,case-abb8a07d13eb7634,boundary,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c4,,2,1,16,4,4,0.8,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory117cfg-967e29810f12167f,case-20260fd245601f13,temporal_40,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,one_step_unsafe,,2,1,16,8,8,0.8,False,False,True,256,1024,1280,256,5,128,-1,128,40,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory118cfg-96ccf395b84393f7,case-abb8a07d13eb7634,boundary,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c2,,2,1,8,4,4,0.6,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory119cfg-96fe21ab209bd8ca,case-0e9eea3099433d31,batch_reservation,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,code_standard,Standard code,code_standard,GRPO,LoRA,actor_only,,2,1,16,4,4,0.6,False,False,True,640,1024,1664,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory120cfg-97107ceba8bf0cbe,case-9016781c2a452d34,boundary,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,code_standard,Standard code,code_standard,GRPO,LoRA,c2,,2,1,8,4,4,0.6,False,False,True,640,1024,1664,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory121cfg-9758870c0a0b4d69,case-4b10c2bfe26b9b30,four_gpu,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,math,MATH mathematics,math,GRPO,LoRA,c2,four_gpu,4,1,8,8,8,0.6,False,False,True,512,512,1024,128,2,64,256,64,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory122cfg-997a5dca920f4fb3,case-17590c3ea8f626e6,state_release,qwen25_1p5b,Qwen2.5-1.5B-Instruct,Qwen/Qwen2.5-1.5B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,near_boundary,resident,2,1,16,8,8,0.7,False,False,False,1024,2048,3072,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory123cfg-9c461415e6bb9702,case-9016781c2a452d34,boundary,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,code_standard,Standard code,code_standard,GRPO,LoRA,c0,,2,1,1,4,4,0.3,True,False,True,640,1024,1664,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory124cfg-9f624ec22aa3dde0,case-4b10c2bfe26b9b30,four_gpu,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,math,MATH mathematics,math,GRPO,LoRA,c4,four_gpu,4,1,16,8,8,0.8,False,False,True,512,512,1024,128,2,64,256,64,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory125cfg-a026693bae37d30b,case-9016781c2a452d34,boundary,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,code_standard,Standard code,code_standard,GRPO,LoRA,c3,,2,1,16,4,4,0.7,False,False,True,640,1024,1664,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory126cfg-a0eeadfadfa890b0,case-a2372c2b6de3a7be,batch_logging_control,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,external_b8,external_b8,2,1,8,4,4,0.6,False,False,True,1536,1024,2560,64,2,32,32,32,1,100,False,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory127cfg-a14ab647ea9728c0,case-ff036b3bb024a9a2,instrumentation,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c3,external,2,1,16,4,4,0.7,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,False,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory128cfg-a188f9742074d270,case-80add371962db1f0,state_release,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,near_boundary,resident,2,1,16,8,8,0.65,False,False,False,256,1024,1280,256,5,128,128,128,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory129cfg-a23a9ffc1f670139,case-398e989379a2ea29,four_gpu,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,math,MATH mathematics,math,GRPO,LoRA,c4,four_gpu,4,1,16,8,8,0.8,False,False,True,512,512,1024,128,2,64,64,64,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory130cfg-a24e9cdd2f6143f2,case-0cbe32dd0cd7439d,boundary,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,c0,,2,1,1,4,4,0.3,True,False,True,1536,1024,2560,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory131cfg-a28f89c750c3d53b,case-74010139ce8fb6a0,instrumentation,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c3,external,2,1,16,4,4,0.7,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,False,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory132cfg-a330fc0dc0b46c34,case-e810629bc3f06bee,horizon_followup,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,interpolated_boundary,long,2,1,16,4,4,0.75,False,False,True,1024,2048,3072,64,2,32,-1,32,100,100,True,1,25,20,True,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory133cfg-a3987314cb2f9f12,case-72e234e68dbd93fc,boundary,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,math,MATH mathematics,math,GRPO,LoRA,c3,,2,1,16,8,8,0.7,False,False,True,512,512,1024,128,2,64,64,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory134cfg-a46e1a352338ca99,case-6e367a68958531d9,instrumentation,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,math,MATH mathematics,math,GRPO,LoRA,c3,external,2,1,16,8,8,0.7,False,False,True,512,512,1024,128,2,64,64,64,1,100,False,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory135cfg-a5e8503dbdd188ac,case-0e9eea3099433d31,batch_reservation,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,code_standard,Standard code,code_standard,GRPO,LoRA,joint,,2,1,16,4,4,0.7,False,False,True,640,1024,1664,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory136cfg-a8e7e878a371de68,case-0e9eea3099433d31,batch_reservation,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,code_standard,Standard code,code_standard,GRPO,LoRA,base,,2,1,8,4,4,0.6,False,False,True,640,1024,1664,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory137cfg-a94bf7877633dfda,case-b2740e83619312c4,boundary,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,code_standard,Standard code,code_standard,GRPO,LoRA,c2,,2,1,8,4,4,0.6,False,False,True,640,1024,1664,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory138cfg-a988dbb2ba8e6b83,case-b010f5ab715973f8,temporal_100,qwen25_1p5b,Qwen2.5-1.5B-Instruct,Qwen/Qwen2.5-1.5B-Instruct,math,MATH mathematics,math,GRPO,LoRA,safe_margin,,2,1,4,8,8,0.5,False,False,True,1792,1024,2816,256,5,128,-1,128,100,100,,,80,20,True,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory139cfg-a9973fa41ccc608d,case-101c791aa0c50cb3,batch_logging_control,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,full_b8,full_b8,2,1,8,4,4,0.6,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory140cfg-aa33c72e0a449b9c,case-201b7a50ed47a7dd,boundary,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,c3,,2,1,16,4,4,0.7,False,False,True,1536,1024,2560,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory141cfg-aca3236b5ba27772,case-101c791aa0c50cb3,batch_logging_control,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,external_b8,external_b8,2,1,8,4,4,0.6,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,False,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory142cfg-acfa4acda15c3599,case-201b7a50ed47a7dd,boundary,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,c2,,2,1,8,4,4,0.6,False,False,True,1536,1024,2560,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory143cfg-af3c23f421a50a52,case-d7f11aaa56a7922a,batch_reservation,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,base,,2,1,8,4,4,0.6,False,False,True,1536,1024,2560,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory144cfg-b062fc673112f583,case-d7f11aaa56a7922a,batch_reservation,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,joint,,2,1,16,4,4,0.7,False,False,True,1536,1024,2560,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory145cfg-b1aeb72d4434b30d,case-a7fae5fca89f0675,batch_reservation,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,reservation_only,,2,1,8,4,4,0.7,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory146cfg-b3fe40f61c5686ea,case-badcc35c721fde01,state_release,qwen25_1p5b,Qwen2.5-1.5B-Instruct,Qwen/Qwen2.5-1.5B-Instruct,math,MATH mathematics,math,GRPO,LoRA,near_boundary,resident,2,1,16,8,8,0.7,False,False,False,512,512,1024,128,2,64,64,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory147cfg-b5007322fb2e1772,case-f465ad721b3d7997,boundary,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,c0,,2,1,1,4,4,0.3,True,False,True,1536,1024,2560,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory148cfg-b5352215babfeba6,case-8a509de3be5cc9c0,boundary,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,math,MATH mathematics,math,GRPO,LoRA,c2,,2,1,8,8,8,0.6,False,False,True,512,512,1024,128,2,64,256,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory149cfg-b56fb353c2f2fa3e,case-8a509de3be5cc9c0,boundary,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,math,MATH mathematics,math,GRPO,LoRA,c0,,2,1,1,8,8,0.3,True,False,True,512,512,1024,128,2,64,256,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory150cfg-b5912aa6ea40b7fd,case-2a2cd33b75db5a21,batch_reservation,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,math,MATH mathematics,math,GRPO,LoRA,base,,2,1,8,8,8,0.6,False,False,True,512,512,1024,128,2,64,64,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory151cfg-b68e9036992511d4,case-ad7d1b0f80914b88,state_release,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,math,MATH mathematics,math,GRPO,LoRA,safe_margin,resident,2,1,2,8,8,0.35,True,False,False,1792,1024,2816,256,5,128,128,128,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory152cfg-b7a35495ef8f0eb3,case-2a2cd33b75db5a21,batch_reservation,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,math,MATH mathematics,math,GRPO,LoRA,reservation_only,,2,1,8,8,8,0.7,False,False,True,512,512,1024,128,2,64,64,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory153cfg-b7f5b55ef67a8883,case-1559e659e474b46f,batch_reservation,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,reservation_only,,2,1,8,4,4,0.7,False,False,True,1536,1024,2560,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory154cfg-b828e98cedba337e,case-6e367a68958531d9,instrumentation,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,math,MATH mathematics,math,GRPO,LoRA,c3,full,2,1,16,8,8,0.7,False,False,True,512,512,1024,128,2,64,64,64,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory155cfg-b8dd70ab682c13b2,case-abb8a07d13eb7634,boundary,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c1,,2,1,4,4,4,0.45,True,False,True,1024,2048,3072,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory156cfg-b8e90bd69c9744ea,case-d09edefcf783cd45,four_gpu,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c2,four_gpu,4,1,8,4,4,0.6,False,False,True,1024,2048,3072,64,2,32,128,32,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory157cfg-bae2977da7957f72,case-b2740e83619312c4,boundary,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,code_standard,Standard code,code_standard,GRPO,LoRA,c0,,2,1,1,4,4,0.3,True,False,True,640,1024,1664,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory158cfg-bf9ce8082ed7a2d9,case-1559e659e474b46f,batch_reservation,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,base,,2,1,8,4,4,0.6,False,False,True,1536,1024,2560,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory159cfg-bfb83ff32b7fd921,case-f465ad721b3d7997,boundary,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,c1,,2,1,4,4,4,0.45,True,False,True,1536,1024,2560,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory160cfg-c0605c1607caa079,case-abb8a07d13eb7634,boundary,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c3,,2,1,16,4,4,0.7,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory161cfg-c2a8e6e8e140e109,case-d09edefcf783cd45,four_gpu,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c3,four_gpu,4,1,16,4,4,0.7,False,False,True,1024,2048,3072,64,2,32,128,32,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory162cfg-c2d27e8a89945048,case-125ea0c010140886,batch_reservation,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,joint,,2,1,16,4,4,0.7,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory163cfg-c31171354027b928,case-053c0c2e78f46eb1,batch_reservation,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,code_standard,Standard code,code_standard,GRPO,LoRA,actor_only,,2,1,16,4,4,0.6,False,False,True,640,1024,1664,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory164cfg-c38f036ca97204f7,case-20260fd245601f13,temporal_40,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,safe_margin,,2,1,16,8,8,0.5,False,False,True,256,1024,1280,256,5,128,-1,128,40,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory165cfg-c3f0ad157d299d39,case-b2740e83619312c4,boundary,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,code_standard,Standard code,code_standard,GRPO,LoRA,c3,,2,1,16,4,4,0.7,False,False,True,640,1024,1664,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory166cfg-c52a49b3491283c7,case-3952ccf0bc77c9d4,temporal_100,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,near_boundary,,2,1,16,8,8,0.65,False,False,True,256,1024,1280,256,5,128,-1,128,100,100,,,80,20,True,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory167cfg-c5eec07ea9371c25,case-d7f11aaa56a7922a,batch_reservation,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,actor_only,,2,1,16,4,4,0.6,False,False,True,1536,1024,2560,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory168cfg-c608f00aea4f9b32,case-3550ce2e14c08163,batch_reservation,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,code_standard,Standard code,code_standard,GRPO,LoRA,actor_only,,2,1,16,4,4,0.6,False,False,True,640,1024,1664,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory169cfg-c8c150029ddeb5ed,case-6e367a68958531d9,instrumentation,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,math,MATH mathematics,math,GRPO,LoRA,c4,full,2,1,16,8,8,0.8,False,False,True,512,512,1024,128,2,64,64,64,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory170cfg-ca36112516a10a19,case-4728477950883efc,instrumentation,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,math,MATH mathematics,math,GRPO,LoRA,c3,external,2,1,16,8,8,0.7,False,False,True,512,512,1024,128,2,64,64,64,1,100,False,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory171cfg-ca5490162c750c31,case-17590c3ea8f626e6,state_release,qwen25_1p5b,Qwen2.5-1.5B-Instruct,Qwen/Qwen2.5-1.5B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,near_boundary,release,2,1,16,8,8,0.7,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory172cfg-ca71b56dc3189305,case-3b29fa0f8aca4ad8,boundary,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,code_standard,Standard code,code_standard,GRPO,LoRA,c5,,2,1,32,4,4,0.85,False,False,True,640,1024,1664,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory173cfg-cad8341dbbff10ba,case-4292ea81ce5a0a8a,boundary,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,math,MATH mathematics,math,GRPO,LoRA,c5,,2,1,32,8,8,0.85,False,False,True,512,512,1024,128,2,64,64,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory174cfg-cadb236b55d403e1,case-8700b31b74e17678,horizon_followup,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,interpolated_boundary,long,2,1,16,4,4,0.65,False,False,True,1024,2048,3072,64,2,32,-1,32,100,100,True,1,25,20,True,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory175cfg-cb0fb55fdae06bd1,case-8d3adddd6ec416e6,sampling_calibration,qwen25_1p5b,Qwen2.5-1.5B-Instruct,Qwen/Qwen2.5-1.5B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,near_boundary,control,2,1,16,8,8,0.7,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory176cfg-cc030db9324662ea,case-7b743f1fb1e8d712,horizon_followup,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,interpolated_boundary,source,2,1,16,4,4,0.75,False,False,True,1024,2048,3072,64,2,32,-1,32,1,100,True,1,25,20,True,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory177cfg-cc2c35944156e5d4,case-51d35057c79e5d8c,four_gpu,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c3,four_gpu,4,1,16,4,4,0.7,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory178cfg-cc5f4f0c2e1256ba,case-b2740e83619312c4,boundary,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,code_standard,Standard code,code_standard,GRPO,LoRA,c1,,2,1,4,4,4,0.45,True,False,True,640,1024,1664,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory179cfg-cc900fb7731c3f49,case-72e234e68dbd93fc,boundary,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,math,MATH mathematics,math,GRPO,LoRA,c5,,2,1,32,8,8,0.85,False,False,True,512,512,1024,128,2,64,64,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory180cfg-cd3974595f9db882,case-63523914ab4f2ca0,boundary,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c1,,2,1,4,4,4,0.45,True,False,True,1024,2048,3072,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory181cfg-d02503f8c9804a2d,case-8a509de3be5cc9c0,boundary,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,math,MATH mathematics,math,GRPO,LoRA,c4,,2,1,16,8,8,0.8,False,False,True,512,512,1024,128,2,64,256,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory182cfg-d138048feeb8fe5d,case-72e234e68dbd93fc,boundary,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,math,MATH mathematics,math,GRPO,LoRA,c4,,2,1,16,8,8,0.8,False,False,True,512,512,1024,128,2,64,64,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory183cfg-d4a213515805a9a7,case-ab5bfd69a29741ce,boundary,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c1,,2,1,4,4,4,0.45,True,False,True,1024,2048,3072,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory184cfg-d50136695367867d,case-ff036b3bb024a9a2,instrumentation,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c2,external,2,1,8,4,4,0.6,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,False,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory185cfg-d559324a0b1e4ecd,case-575864faf76d1f42,instrumentation,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c3,full,2,1,16,4,4,0.7,False,False,True,1024,2048,3072,64,2,32,128,32,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory186cfg-d9397d15f234d541,case-201b7a50ed47a7dd,boundary,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,c1,,2,1,4,4,4,0.45,True,False,True,1536,1024,2560,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory187cfg-db87c67536995ab0,case-3b29fa0f8aca4ad8,boundary,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,code_standard,Standard code,code_standard,GRPO,LoRA,c1,,2,1,4,4,4,0.45,True,False,True,640,1024,1664,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory188cfg-df5e492a5bd02117,case-74010139ce8fb6a0,instrumentation,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c4,external,2,1,16,4,4,0.8,False,False,True,1024,2048,3072,64,2,32,32,32,1,100,False,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory189cfg-e117f15dd5ccfb30,case-0cbe32dd0cd7439d,boundary,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,c2,,2,1,8,4,4,0.6,False,False,True,1536,1024,2560,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory190cfg-e2763ffc8afa3602,case-daab33d15185acc3,batch_reservation,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,reservation_only,,2,1,8,4,4,0.7,False,False,True,1024,2048,3072,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory191cfg-e2a205be8efba055,case-72e234e68dbd93fc,boundary,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,math,MATH mathematics,math,GRPO,LoRA,c0,,2,1,1,8,8,0.3,True,False,True,512,512,1024,128,2,64,64,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory192cfg-e5f3439a7c655274,case-20260fd245601f13,temporal_40,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,near_boundary,,2,1,16,8,8,0.65,False,False,True,256,1024,1280,256,5,128,-1,128,40,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory193cfg-e80b4f00d0546932,case-f340016856b6bb46,instrumentation,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,math,MATH mathematics,math,GRPO,LoRA,c3,full,2,1,16,8,8,0.7,False,False,True,512,512,1024,128,2,64,256,64,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory194cfg-e82e70f37087dd01,case-053c0c2e78f46eb1,batch_reservation,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,code_standard,Standard code,code_standard,GRPO,LoRA,reservation_only,,2,1,8,4,4,0.7,False,False,True,640,1024,1664,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory195cfg-e8893b12558f51dd,case-ab5bfd69a29741ce,boundary,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c5,,2,1,32,4,4,0.85,False,False,True,1024,2048,3072,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory196cfg-e91942abb5b4f847,case-f465ad721b3d7997,boundary,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,c2,,2,1,8,4,4,0.6,False,False,True,1536,1024,2560,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory197cfg-e953a598a19bb98a,case-8d3adddd6ec416e6,sampling_calibration,qwen25_1p5b,Qwen2.5-1.5B-Instruct,Qwen/Qwen2.5-1.5B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,near_boundary,high_frequency,2,1,16,8,8,0.7,False,False,True,1024,2048,3072,64,2,32,32,32,1,10,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory198cfg-ea5a23a40ad5ca50,case-3b29fa0f8aca4ad8,boundary,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,code_standard,Standard code,code_standard,GRPO,LoRA,c4,,2,1,16,4,4,0.8,False,False,True,640,1024,1664,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory199cfg-ea92cccc91029465,case-9016781c2a452d34,boundary,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,code_standard,Standard code,code_standard,GRPO,LoRA,c4,,2,1,16,4,4,0.8,False,False,True,640,1024,1664,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory200cfg-ef2331208f38fbaf,case-2a2cd33b75db5a21,batch_reservation,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,math,MATH mathematics,math,GRPO,LoRA,joint,,2,1,16,8,8,0.7,False,False,True,512,512,1024,128,2,64,64,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory201cfg-f009e9e3891c06f4,case-4292ea81ce5a0a8a,boundary,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,math,MATH mathematics,math,GRPO,LoRA,c3,,2,1,16,8,8,0.7,False,False,True,512,512,1024,128,2,64,64,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory202cfg-f03e4e98c682240e,case-398e989379a2ea29,four_gpu,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,math,MATH mathematics,math,GRPO,LoRA,c2,four_gpu,4,1,8,8,8,0.6,False,False,True,512,512,1024,128,2,64,64,64,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory203cfg-f21b459aeb04a6a7,case-6e367a68958531d9,instrumentation,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,math,MATH mathematics,math,GRPO,LoRA,c4,external,2,1,16,8,8,0.8,False,False,True,512,512,1024,128,2,64,64,64,1,100,False,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory204cfg-f439d2dd90137a80,case-d09edefcf783cd45,four_gpu,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c4,four_gpu,4,1,16,4,4,0.8,False,False,True,1024,2048,3072,64,2,32,128,32,1,100,True,1,-1,-1,False,disable,1,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory205cfg-f75b68f479767290,case-9016781c2a452d34,boundary,phi4_mini,Phi-4-mini-instruct,microsoft/Phi-4-mini-instruct,code_standard,Standard code,code_standard,GRPO,LoRA,c1,,2,1,4,4,4,0.45,True,False,True,640,1024,1664,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory206cfg-f80fe9802e1c3860,case-ac90d2ed721ae9dc,sampling_calibration,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,near_boundary,control,2,1,16,8,8,0.65,False,False,True,256,1024,1280,256,5,128,128,128,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory207cfg-f989b39cd682f07b,case-ab131bff19b8770e,batch_reservation,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,math,MATH mathematics,math,GRPO,LoRA,reservation_only,,2,1,8,8,8,0.7,False,False,True,512,512,1024,128,2,64,256,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory208cfg-fad1b555f8b37235,case-f465ad721b3d7997,boundary,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,c5,,2,1,32,4,4,0.85,False,False,True,1536,1024,2560,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory209cfg-fb0b705fb78cbfa7,case-3550ce2e14c08163,batch_reservation,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,code_standard,Standard code,code_standard,GRPO,LoRA,reservation_only,,2,1,8,4,4,0.7,False,False,True,640,1024,1664,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory210cfg-fbe1c0422f98cb38,case-ab5bfd69a29741ce,boundary,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c2,,2,1,8,4,4,0.6,False,False,True,1024,2048,3072,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory211cfg-fd41285187ce3c5b,case-1559e659e474b46f,batch_reservation,qwen25_3b,Qwen2.5-3B-Instruct,Qwen/Qwen2.5-3B-Instruct,longer_prompt_code,Longer-prompt code,code_heavy_tail,GRPO,LoRA,actor_only,,2,1,16,4,4,0.6,False,False,True,1536,1024,2560,64,2,32,32,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory212cfg-fd4d4789145230df,case-8a509de3be5cc9c0,boundary,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,math,MATH mathematics,math,GRPO,LoRA,c1,,2,1,4,8,8,0.45,True,False,True,512,512,1024,128,2,64,256,64,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory213cfg-fd5bb0db68b0dae3,case-ab5bfd69a29741ce,boundary,granite33_2b,Granite-3.3-2B-Instruct,ibm-granite/granite-3.3-2b-instruct,gsm8k,GSM8K mathematics,gsm8k,GRPO,LoRA,c0,,2,1,1,4,4,0.3,True,False,True,1024,2048,3072,64,2,32,128,32,1,100,,,,,,,,NVIDIA A100-SXM4-40GB,40960,38912,maximum externally sampled per-device memory214