developer_uid: NischayDnk
submission_id: chaiml-grpo-nis-24bsft-o_7253_v3
model_name: chaiml-grpo-nis-24bsft-o_7253_v3
model_group: ChaiML/grpo_nis_24bsft_o
status: torndown
timestamp: 2025-09-08T20:21:06+00:00
num_battles: 5552
num_wins: 3210
celo_rating: 1306.7
family_friendly_score: 0.5654
family_friendly_standard_error: 0.007010318680345424
submission_type: basic
model_repo: ChaiML/grpo_nis_24bsft_osmodels_s2_v1_cp_beta35_seq64_data2100_merged
model_architecture: MistralForCausalLM
model_num_parameters: 24096691200.0
best_of: 8
max_input_tokens: 1536
max_output_tokens: 64
reward_model: default
latencies: [{'batch_size': 1, 'throughput': 0.5010592444805164, 'latency_mean': 1.9956723880767822, 'latency_p50': 1.9942001104354858, 'latency_p90': 2.206311011314392}, {'batch_size': 3, 'throughput': 0.931733109955737, 'latency_mean': 3.210812886953354, 'latency_p50': 3.2201420068740845, 'latency_p90': 3.536881756782532}, {'batch_size': 5, 'throughput': 1.1573077239163398, 'latency_mean': 4.285843878984451, 'latency_p50': 4.253628253936768, 'latency_p90': 4.953987407684326}, {'batch_size': 6, 'throughput': 1.2325827724547815, 'latency_mean': 4.840009262561798, 'latency_p50': 4.850102782249451, 'latency_p90': 5.630737209320068}, {'batch_size': 8, 'throughput': 1.3066974604958947, 'latency_mean': 6.097138133049011, 'latency_p50': 6.087729454040527, 'latency_p90': 6.9005959033966064}, {'batch_size': 10, 'throughput': 1.354114866339421, 'latency_mean': 7.3423738706111905, 'latency_p50': 7.404081583023071, 'latency_p90': 8.425811886787415}]
gpu_counts: {'NVIDIA L40S': 1}
display_name: chaiml-grpo-nis-24bsft-o_7253_v3
is_internal_developer: False
language_model: ChaiML/grpo_nis_24bsft_osmodels_s2_v1_cp_beta35_seq64_data2100_merged
model_size: 24B
ranking_group: single
throughput_3p7s: 1.06
us_pacific_date: 2025-09-08
win_ratio: 0.5781700288184438
generation_params: {'temperature': 0.6, 'top_p': 0.95, 'min_p': 0.025, 'top_k': 60, 'presence_penalty': 0.35, 'frequency_penalty': 0.35, 'stopping_words': ['<|im_start|>', '<|im_end|>', '\n'], 'max_input_tokens': 1536, 'best_of': 8, 'max_output_tokens': 64}
formatter: {'memory_template': '<|system|>{bot_name}memory:{memory}\n', 'prompt_template': '', 'bot_template': '<|im_start|>assistant\n{message}<|im_end|>\n', 'user_template': '<|im_start|>user\nYou:{message}<|im_end|>\n', 'response_template': '<|im_start|>assistant\n', 'truncate_by_message': True}
Resubmit model
Shutdown handler not registered because Python interpreter is not running in the main thread
run pipeline %s
run pipeline stage %s
Running pipeline stage MKMLizer
Starting job with name chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer
Waiting for job on chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer to finish
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: ╔═════════════════════════════════════════════════════════════════════╗
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: ║                                                                     ║
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chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: ║  ░░░░░     ░░░░░  ░░░░░   ░░░░  ░░░░░                               ║
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: ║                                                                     ║
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: ║  Version: 0.30.2                                                    ║
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: ║  Features: FLYWHEEL, CUDA                                           ║
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: ║  Copyright 2023-2025 MK ONE TECHNOLOGIES Inc.                       ║
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: ║  https://mk1.ai                                                     ║
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: ║                                                                     ║
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: ║  The license key for the current software has been verified as      ║
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: ║  belonging to:                                                      ║
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: ║                                                                     ║
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: ║  Chai Research Corp.                                                ║
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: ║  Account ID: 7997a29f-0ceb-4cc7-9adf-840c57b4ae6f                   ║
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: ║  Expiration: 2028-03-31 23:59:59                                    ║
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: ║                                                                     ║
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: ╚═════════════════════════════════════════════════════════════════════╝
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: Downloaded to shared memory in 33.405s
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: Checking if ChaiML/grpo_nis_24bsft_osmodels_s2_v1_cp_beta35_seq64_data2100_merged already exists in ChaiML
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: quantizing model to /dev/shm/model_cache, profile:q4, folder:/tmp/tmpto8xs588, device:0
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: Saving flywheel model at /dev/shm/model_cache
HTTP Request: %s %s "%s %d %s"
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HTTP Request: %s %s "%s %d %s"
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: quantized model in 287.133s
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: Processed model ChaiML/grpo_nis_24bsft_osmodels_s2_v1_cp_beta35_seq64_data2100_merged in 320.539s
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: creating bucket guanaco-mkml-models
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: Bucket 's3://guanaco-mkml-models/' created
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: uploading /dev/shm/model_cache to s3://guanaco-mkml-models/chaiml-grpo-nis-24bsft-o-7253-v3/nvidia
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: cp /dev/shm/model_cache/config.json s3://guanaco-mkml-models/chaiml-grpo-nis-24bsft-o-7253-v3/nvidia/config.json
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: cp /dev/shm/model_cache/special_tokens_map.json s3://guanaco-mkml-models/chaiml-grpo-nis-24bsft-o-7253-v3/nvidia/special_tokens_map.json
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: cp /dev/shm/model_cache/tokenizer_config.json s3://guanaco-mkml-models/chaiml-grpo-nis-24bsft-o-7253-v3/nvidia/tokenizer_config.json
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: cp /dev/shm/model_cache/tokenizer.json s3://guanaco-mkml-models/chaiml-grpo-nis-24bsft-o-7253-v3/nvidia/tokenizer.json
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: cp /dev/shm/model_cache/flywheel_model.1.safetensors s3://guanaco-mkml-models/chaiml-grpo-nis-24bsft-o-7253-v3/nvidia/flywheel_model.1.safetensors
chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer: cp /dev/shm/model_cache/flywheel_model.0.safetensors s3://guanaco-mkml-models/chaiml-grpo-nis-24bsft-o-7253-v3/nvidia/flywheel_model.0.safetensors
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Job chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer completed after 360.36s with status: succeeded
Stopping job with name chaiml-grpo-nis-24bsft-o-7253-v3-mkmlizer
Pipeline stage MKMLizer completed in 360.86s
run pipeline stage %s
Running pipeline stage MKMLTemplater
Pipeline stage MKMLTemplater completed in 0.15s
run pipeline stage %s
Running pipeline stage MKMLDeployer
Creating inference service chaiml-grpo-nis-24bsft-o-7253-v3
Waiting for inference service chaiml-grpo-nis-24bsft-o-7253-v3 to be ready
Inference service chaiml-grpo-nis-24bsft-o-7253-v3 ready after 90.52291202545166s
Pipeline stage MKMLDeployer completed in 92.67s
run pipeline stage %s
Running pipeline stage StressChecker
HTTP Request: %s %s "%s %d %s"
Received healthy response to inference request in 2.039752960205078s
Received healthy response to inference request in 1.9884982109069824s
Received healthy response to inference request in 1.8131382465362549s
Received healthy response to inference request in 1.6582882404327393s
Received healthy response to inference request in 1.9378466606140137s
5 requests
0 failed requests
5th percentile: 1.6892582416534423
10th percentile: 1.7202282428741456
20th percentile: 1.7821682453155518
30th percentile: 1.8380799293518066
40th percentile: 1.8879632949829102
50th percentile: 1.9378466606140137
60th percentile: 1.9581072807312012
70th percentile: 1.9783679008483888
80th percentile: 1.9987491607666015
90th percentile: 2.01925106048584
95th percentile: 2.029502010345459
99th percentile: 2.0377027702331545
mean time: 1.8875048637390137
Pipeline stage StressChecker completed in 11.23s
run pipeline stage %s
Running pipeline stage OfflineFamilyFriendlyTriggerPipeline
run_pipeline:run_in_cloud %s
starting trigger_guanaco_pipeline args=%s
triggered trigger_guanaco_pipeline args=%s
Pipeline stage OfflineFamilyFriendlyTriggerPipeline completed in 0.80s
run pipeline stage %s
Running pipeline stage TriggerMKMLProfilingPipeline
run_pipeline:run_in_cloud %s
starting trigger_guanaco_pipeline args=%s
triggered trigger_guanaco_pipeline args=%s
Pipeline stage TriggerMKMLProfilingPipeline completed in 0.72s
Shutdown handler de-registered
chaiml-grpo-nis-24bsft-o_7253_v3 status is now deployed due to DeploymentManager action
Shutdown handler registered
run pipeline %s
run pipeline stage %s
Running pipeline stage OfflineFamilyFriendlyScorer
Evaluating %s Family Friendly Score with %s threads
Pipeline stage OfflineFamilyFriendlyScorer completed in 2889.80s
Shutdown handler de-registered
chaiml-grpo-nis-24bsft-o_7253_v3 status is now inactive due to auto deactivation removed underperforming models
chaiml-grpo-nis-24bsft-o_7253_v3 status is now torndown due to DeploymentManager action