chaiml-grpo-nis-12bsftq_18788

developer_uid: NischayDnk
submission_id: chaiml-grpo-nis-12bsftq_18788_v2
model_name: chaiml-grpo-nis-12bsftq_18788_v2
model_group: ChaiML/grpo_nis_12bsftqw
status: torndown
timestamp: 2025-07-25T21:20:45+00:00
num_battles: 7449
num_wins: 4146
celo_rating: 1298.49
family_friendly_score: 0.5216000000000001
family_friendly_standard_error: 0.007064466575757862
submission_type: basic
model_repo: ChaiML/grpo_nis_12bsftqwen_v4_cp_beta40_rmens_stage21125_kd07_kl28
model_architecture: MistralForCausalLM
model_num_parameters: 12772070400.0
best_of: 8
max_input_tokens: 1280
max_output_tokens: 64
reward_model: default
latencies: [{'batch_size': 1, 'throughput': 0.6327088783139515, 'latency_mean': 1.5803995501995087, 'latency_p50': 1.5963908433914185, 'latency_p90': 1.7408620119094849}, {'batch_size': 3, 'throughput': 1.043824760209469, 'latency_mean': 2.8706968355178835, 'latency_p50': 2.858616590499878, 'latency_p90': 3.1447948932647707}, {'batch_size': 5, 'throughput': 1.1899879131922533, 'latency_mean': 4.188402630090714, 'latency_p50': 4.232400298118591, 'latency_p90': 4.708891081809997}, {'batch_size': 6, 'throughput': 1.2326641233531335, 'latency_mean': 4.842134747505188, 'latency_p50': 4.822458028793335, 'latency_p90': 5.474116802215576}, {'batch_size': 8, 'throughput': 1.284332248097656, 'latency_mean': 6.202704094648361, 'latency_p50': 6.189040184020996, 'latency_p90': 6.971711945533753}, {'batch_size': 10, 'throughput': 1.3067662012196795, 'latency_mean': 7.588373564481735, 'latency_p50': 7.637093424797058, 'latency_p90': 8.453592348098756}]
gpu_counts: {'NVIDIA RTX A5000': 1}
display_name: chaiml-grpo-nis-12bsftq_18788_v2
is_internal_developer: False
language_model: ChaiML/grpo_nis_12bsftqwen_v4_cp_beta40_rmens_stage21125_kd07_kl28
model_size: 13B
ranking_group: single
throughput_3p7s: 1.15
us_pacific_date: 2025-07-25
win_ratio: 0.5565847764800644
generation_params: {'temperature': 1.1, 'top_p': 0.96, 'min_p': 0.02, 'top_k': 40, 'presence_penalty': 0.0, 'frequency_penalty': 0.0, 'stopping_words': ['<|im_start|>', '\n', '###', '<|im_end|>'], 'max_input_tokens': 1280, '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-12bsftq-18788-v2-mkmlizer
Waiting for job on chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer to finish
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: ╔═════════════════════════════════════════════════════════════════════╗
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: ║                                                                     ║
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chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: ║   ░███░█████░███   ░███  ███     ░███                               ║
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chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: ║   ░███      ░███   ░███ ░░███    ░███                               ║
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: ║   █████     █████  █████ ░░████  █████                              ║
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: ║  ░░░░░     ░░░░░  ░░░░░   ░░░░  ░░░░░                               ║
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: ║                                                                     ║
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: ║  Version: 0.29.15                                                   ║
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: ║  Features: FLYWHEEL, CUDA                                           ║
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: ║  Copyright 2023-2025 MK ONE TECHNOLOGIES Inc.                       ║
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: ║  https://mk1.ai                                                     ║
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: ║                                                                     ║
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: ║  The license key for the current software has been verified as      ║
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: ║  belonging to:                                                      ║
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: ║                                                                     ║
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: ║  Chai Research Corp.                                                ║
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: ║  Account ID: 7997a29f-0ceb-4cc7-9adf-840c57b4ae6f                   ║
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: ║  Expiration: 2028-03-31 23:59:59                                    ║
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: ║                                                                     ║
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: ╚═════════════════════════════════════════════════════════════════════╝
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: Downloaded to shared memory in 34.028s
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: Checking if ChaiML/grpo_nis_12bsftqwen_v4_cp_beta40_rmens_stage21125_kd07_kl28 already exists in ChaiML
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: quantizing model to /dev/shm/model_cache, profile:q4, folder:/tmp/tmpx_e5mcfx, device:0
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: Saving flywheel model at /dev/shm/model_cache
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: quantized model in 163.460s
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: Processed model ChaiML/grpo_nis_12bsftqwen_v4_cp_beta40_rmens_stage21125_kd07_kl28 in 197.488s
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: creating bucket guanaco-mkml-models
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: Bucket 's3://guanaco-mkml-models/' created
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: uploading /dev/shm/model_cache to s3://guanaco-mkml-models/chaiml-grpo-nis-12bsftq-18788-v2/nvidia
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: cp /dev/shm/model_cache/config.json s3://guanaco-mkml-models/chaiml-grpo-nis-12bsftq-18788-v2/nvidia/config.json
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: cp /dev/shm/model_cache/special_tokens_map.json s3://guanaco-mkml-models/chaiml-grpo-nis-12bsftq-18788-v2/nvidia/special_tokens_map.json
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: cp /dev/shm/model_cache/tokenizer_config.json s3://guanaco-mkml-models/chaiml-grpo-nis-12bsftq-18788-v2/nvidia/tokenizer_config.json
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: cp /dev/shm/model_cache/tokenizer.json s3://guanaco-mkml-models/chaiml-grpo-nis-12bsftq-18788-v2/nvidia/tokenizer.json
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: cp /dev/shm/model_cache/flywheel_model.0.safetensors s3://guanaco-mkml-models/chaiml-grpo-nis-12bsftq-18788-v2/nvidia/flywheel_model.0.safetensors
chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer: 
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Job chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer completed after 241.34s with status: succeeded
Stopping job with name chaiml-grpo-nis-12bsftq-18788-v2-mkmlizer
Pipeline stage MKMLizer completed in 241.92s
run pipeline stage %s
Running pipeline stage MKMLTemplater
Pipeline stage MKMLTemplater completed in 0.16s
run pipeline stage %s
Running pipeline stage MKMLDeployer
Creating inference service chaiml-grpo-nis-12bsftq-18788-v2
Waiting for inference service chaiml-grpo-nis-12bsftq-18788-v2 to be ready
Inference service chaiml-grpo-nis-12bsftq-18788-v2 ready after 190.7262945175171s
Pipeline stage MKMLDeployer completed in 191.31s
run pipeline stage %s
Running pipeline stage StressChecker
Received healthy response to inference request in 2.7127866744995117s
Received healthy response to inference request in 2.9092776775360107s
Received healthy response to inference request in 3.016542673110962s
Received healthy response to inference request in 2.4857795238494873s
Received healthy response to inference request in 1.736621379852295s
5 requests
0 failed requests
5th percentile: 1.8864530086517335
10th percentile: 2.036284637451172
20th percentile: 2.3359478950500487
30th percentile: 2.5311809539794923
40th percentile: 2.6219838142395018
50th percentile: 2.7127866744995117
60th percentile: 2.791383075714111
70th percentile: 2.869979476928711
80th percentile: 2.930730676651001
90th percentile: 2.9736366748809813
95th percentile: 2.9950896739959716
99th percentile: 3.012252073287964
mean time: 2.5722015857696534
Pipeline stage StressChecker completed in 15.01s
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 1.13s
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 0.67s
Shutdown handler de-registered
chaiml-grpo-nis-12bsftq_18788_v2 status is now deployed due to DeploymentManager action
Shutdown handler registered
run pipeline %s
run pipeline stage %s
Running pipeline stage MKMLProfilerDeleter
Skipping teardown as no inference service was successfully deployed
Pipeline stage MKMLProfilerDeleter completed in 0.13s
run pipeline stage %s
Running pipeline stage MKMLProfilerTemplater
Pipeline stage MKMLProfilerTemplater completed in 0.14s
run pipeline stage %s
Running pipeline stage MKMLProfilerDeployer
Creating inference service chaiml-grpo-nis-12bsftq-18788-v2-profiler
Waiting for inference service chaiml-grpo-nis-12bsftq-18788-v2-profiler to be ready
Shutdown handler registered
run pipeline %s
run pipeline stage %s
Running pipeline stage OfflineFamilyFriendlyScorer
Evaluating %s Family Friendly Score with %s threads
%s, retrying in %s seconds...
Evaluating %s Family Friendly Score with %s threads
Pipeline stage OfflineFamilyFriendlyScorer completed in 5357.56s
Shutdown handler de-registered
chaiml-grpo-nis-12bsftq_18788_v2 status is now inactive due to auto deactivation removed underperforming models
chaiml-grpo-nis-12bsftq_18788_v2 status is now torndown due to DeploymentManager action