unsloth-llama-3-2-3b

developer_uid: Meliodia

submission_id: unsloth-llama-3-2-3b_v2

model_name: unsloth-llama-3-2-3b_v1_empty_memory

model_group: unsloth/Llama-3.2-3B

status: torndown

timestamp: 2025-11-23T13:21:23+00:00

num_battles: 6833

num_wins: 2714

celo_rating: 1173.41

family_friendly_score: 0.5884

family_friendly_standard_error: 0.006959675854520813

submission_type: basic

model_repo: unsloth/Llama-3.2-3B

model_architecture: LlamaForCausalLM

model_num_parameters: 3606752256.0

best_of: 8

max_input_tokens: 1024

max_output_tokens: 64

reward_model: default

latencies: [{'batch_size': 1, 'throughput': 2.2656974484299623, 'latency_mean': 0.44126643300056456, 'latency_p50': 0.4349900484085083, 'latency_p90': 0.49202077388763427}, {'batch_size': 5, 'throughput': 5.98838480324913, 'latency_mean': 0.8312924969196319, 'latency_p50': 0.8263553380966187, 'latency_p90': 0.9270463228225708}, {'batch_size': 10, 'throughput': 7.342414071863282, 'latency_mean': 1.3460593593120576, 'latency_p50': 1.3532862663269043, 'latency_p90': 1.5348254680633544}, {'batch_size': 15, 'throughput': 7.912541699600187, 'latency_mean': 1.8641789972782135, 'latency_p50': 1.8517061471939087, 'latency_p90': 2.1267115116119384}, {'batch_size': 20, 'throughput': 7.947388614190046, 'latency_mean': 2.461066561937332, 'latency_p50': 2.4708417654037476, 'latency_p90': 2.798103451728821}, {'batch_size': 25, 'throughput': 8.057832137456039, 'latency_mean': 3.0052960860729216, 'latency_p50': 3.027650475502014, 'latency_p90': 3.563884234428406}, {'batch_size': 30, 'throughput': 8.082628616393778, 'latency_mean': 3.548639348745346, 'latency_p50': 3.6312965154647827, 'latency_p90': 3.9887295246124266}, {'batch_size': 35, 'throughput': 8.03027250747705, 'latency_mean': 4.120701782703399, 'latency_p50': 4.214365124702454, 'latency_p90': 4.712443208694458}, {'batch_size': 40, 'throughput': 8.075767155270363, 'latency_mean': 4.641538201570511, 'latency_p50': 4.862949252128601, 'latency_p90': 5.377712893486023}, {'batch_size': 45, 'throughput': 8.076276423241385, 'latency_mean': 5.1608670604228974, 'latency_p50': 5.453043222427368, 'latency_p90': 5.866039156913757}]

gpu_counts: {'NVIDIA L40S': 1}

display_name: unsloth-llama-3-2-3b_v1_empty_memory

ineligible_reason: num_battles<10000

is_internal_developer: True

language_model: unsloth/Llama-3.2-3B

model_size: 4B

ranking_group: single

throughput_3p7s: 8.47

us_pacific_date: 2025-11-20

win_ratio: 0.39719010683447975

generation_params: {'temperature': 1.0, 'top_p': 1.0, 'min_p': 0.0, 'top_k': 40, 'presence_penalty': 0.0, 'frequency_penalty': 0.0, 'stopping_words': ['\n'], 'max_input_tokens': 1024, 'best_of': 8, 'max_output_tokens': 64}

formatter: {'memory_template': '', 'prompt_template': '{prompt}\n<START>\n', 'bot_template': '{bot_name}: {message}\n', 'user_template': '{user_name}: {message}\n', 'response_template': '{bot_name}:', 'truncate_by_message': False}

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 unsloth-llama-3-2-3b-v2-mkmlizer
Waiting for job on unsloth-llama-3-2-3b-v2-mkmlizer to finish
unsloth-llama-3-2-3b-v2-mkmlizer: ╔═════════════════════════════════════════════════════════════════════╗
unsloth-llama-3-2-3b-v2-mkmlizer: ║                                                                     ║
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unsloth-llama-3-2-3b-v2-mkmlizer: ║  ░░░░░     ░░░░░  ░░░░░   ░░░░  ░░░░░                               ║
unsloth-llama-3-2-3b-v2-mkmlizer: ║                                                                     ║
unsloth-llama-3-2-3b-v2-mkmlizer: ║  Version: 0.30.2                                                    ║
unsloth-llama-3-2-3b-v2-mkmlizer: ║  Features: FLYWHEEL, CUDA                                           ║
unsloth-llama-3-2-3b-v2-mkmlizer: ║  Copyright 2023-2025 MK ONE TECHNOLOGIES Inc.                       ║
unsloth-llama-3-2-3b-v2-mkmlizer: ║  https://mk1.ai                                                     ║
unsloth-llama-3-2-3b-v2-mkmlizer: ║                                                                     ║
unsloth-llama-3-2-3b-v2-mkmlizer: ║  The license key for the current software has been verified as      ║
unsloth-llama-3-2-3b-v2-mkmlizer: ║  belonging to:                                                      ║
unsloth-llama-3-2-3b-v2-mkmlizer: ║                                                                     ║
unsloth-llama-3-2-3b-v2-mkmlizer: ║  Chai Research Corp.                                                ║
unsloth-llama-3-2-3b-v2-mkmlizer: ║  Account ID: 7997a29f-0ceb-4cc7-9adf-840c57b4ae6f                   ║
unsloth-llama-3-2-3b-v2-mkmlizer: ║  Expiration: 2028-03-31 23:59:59                                    ║
unsloth-llama-3-2-3b-v2-mkmlizer: ║                                                                     ║
unsloth-llama-3-2-3b-v2-mkmlizer: ╚═════════════════════════════════════════════════════════════════════╝
unsloth-llama-3-2-3b-v2-mkmlizer: Downloaded to shared memory in 6.294s
unsloth-llama-3-2-3b-v2-mkmlizer: Checking if unsloth/Llama-3.2-3B already exists in ChaiML
unsloth-llama-3-2-3b-v2-mkmlizer: quantizing model to /dev/shm/model_cache, profile:q4, folder:/tmp/tmp05m7ioe3, device:0
unsloth-llama-3-2-3b-v2-mkmlizer: Saving flywheel model at /dev/shm/model_cache
unsloth-llama-3-2-3b-v2-mkmlizer: quantized model in 40.505s
unsloth-llama-3-2-3b-v2-mkmlizer: Processed model unsloth/Llama-3.2-3B in 46.826s
unsloth-llama-3-2-3b-v2-mkmlizer: creating bucket guanaco-mkml-models
unsloth-llama-3-2-3b-v2-mkmlizer: Bucket 's3://guanaco-mkml-models/' created
unsloth-llama-3-2-3b-v2-mkmlizer: uploading /dev/shm/model_cache to s3://guanaco-mkml-models/unsloth-llama-3-2-3b-v2/nvidia
unsloth-llama-3-2-3b-v2-mkmlizer: cp /dev/shm/model_cache/config.json s3://guanaco-mkml-models/unsloth-llama-3-2-3b-v2/nvidia/config.json
unsloth-llama-3-2-3b-v2-mkmlizer: cp /dev/shm/model_cache/special_tokens_map.json s3://guanaco-mkml-models/unsloth-llama-3-2-3b-v2/nvidia/special_tokens_map.json
unsloth-llama-3-2-3b-v2-mkmlizer: cp /dev/shm/model_cache/tokenizer_config.json s3://guanaco-mkml-models/unsloth-llama-3-2-3b-v2/nvidia/tokenizer_config.json
unsloth-llama-3-2-3b-v2-mkmlizer: cp /dev/shm/model_cache/tokenizer.json s3://guanaco-mkml-models/unsloth-llama-3-2-3b-v2/nvidia/tokenizer.json
unsloth-llama-3-2-3b-v2-mkmlizer: cp /dev/shm/model_cache/flywheel_model.0.safetensors s3://guanaco-mkml-models/unsloth-llama-3-2-3b-v2/nvidia/flywheel_model.0.safetensors
unsloth-llama-3-2-3b-v2-mkmlizer: 
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Job unsloth-llama-3-2-3b-v2-mkmlizer completed after 93.66s with status: succeeded
Stopping job with name unsloth-llama-3-2-3b-v2-mkmlizer
Pipeline stage MKMLizer completed in 94.21s
run pipeline stage %s
Running pipeline stage MKMLTemplater
Pipeline stage MKMLTemplater completed in 0.16s
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Running pipeline stage MKMLDeployer
Creating inference service unsloth-llama-3-2-3b-v2
Waiting for inference service unsloth-llama-3-2-3b-v2 to be ready
Inference service unsloth-llama-3-2-3b-v2 ready after 150.77947664260864s
Pipeline stage MKMLDeployer completed in 151.45s
run pipeline stage %s
Running pipeline stage StressChecker
Received healthy response to inference request in 1.0401475429534912s
Received healthy response to inference request in 0.7508490085601807s
Received healthy response to inference request in 0.8106393814086914s
Received healthy response to inference request in 0.6781980991363525s
Received healthy response to inference request in 0.8124752044677734s
5 requests
0 failed requests
5th percentile: 0.6927282810211182
10th percentile: 0.7072584629058838
20th percentile: 0.736318826675415
30th percentile: 0.7628070831298828
40th percentile: 0.7867232322692871
50th percentile: 0.8106393814086914
60th percentile: 0.8113737106323242
70th percentile: 0.812108039855957
80th percentile: 0.8580096721649171
90th percentile: 0.9490786075592041
95th percentile: 0.9946130752563476
99th percentile: 1.0310406494140625
mean time: 0.8184618473052978
Pipeline stage StressChecker completed in 5.44s
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 0.68s
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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
unsloth-llama-3-2-3b_v2 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 1509.80s
Shutdown handler de-registered
unsloth-llama-3-2-3b_v2 status is now inactive due to auto deactivation removed underperforming models
unsloth-llama-3-2-3b_v2 status is now torndown due to DeploymentManager action