developer_uid: chai_backend_admin
submission_id: chaiml-grpo-glm46-chai-_81744_v5
model_name: chaiml-grpo-glm46-chai-_81744_v5
model_group: ChaiML/grpo-glm46-chai-r
status: inactive
timestamp: 2026-03-18T18:32:52+00:00
num_battles: 50
num_wins: 22
family_friendly_score: 0.0
family_friendly_standard_error: 0.0
submission_type: basic
model_repo: ChaiML/grpo-glm46-chai-rm-lr5e6-step150
model_architecture: Glm4MoeForCausalLM
model_num_parameters: 24110003200.0
best_of: 8
max_input_tokens: 1500
max_output_tokens: 80
reward_model: default
display_name: chaiml-grpo-glm46-chai-_81744_v5
ineligible_reason: max_output_tokens!=64
is_internal_developer: True
language_model: ChaiML/grpo-glm46-chai-rm-lr5e6-step150
model_size: 24B
ranking_group: single
us_pacific_date: 2026-03-18
win_ratio: 0.44
generation_params: {'temperature': 1.0, 'top_p': 0.95, 'min_p': 0.0, 'top_k': 60, 'presence_penalty': 0.0, 'frequency_penalty': 0.0, 'stopping_words': ['<|assistant|>', '####', '<|im_end|>', '</s>', '<|user|>'], 'max_input_tokens': 1500, 'best_of': 8, 'max_output_tokens': 80}
formatter: {'memory_template': "[gMASK]<sop><|system|>\n{bot_name}'s persona: {memory}", 'prompt_template': '', 'bot_template': '<|assistant|>\n{bot_name}: {message}', 'user_template': '<|user|>\n{message}', 'response_template': '<|assistant|>\n<think></think>\n{bot_name}:', '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 VLLMUploader
Starting job with name chaiml-grpo-glm46-chai-81744-v5-uploader
Waiting for job on chaiml-grpo-glm46-chai-81744-v5-uploader to finish
chaiml-grpo-glm46-chai-81744-v5-uploader: Using quantization_mode: fp8
chaiml-grpo-glm46-chai-81744-v5-uploader: Checking if ChaiML/grpo-glm46-chai-rm-lr5e6-step150-FP8 already exists in ChaiML
chaiml-grpo-glm46-chai-81744-v5-uploader: Model already exists. Downloading to /dev/shm/model_output...
chaiml-grpo-glm46-chai-81744-v5-uploader: Downloading snapshot of ChaiML/grpo-glm46-chai-rm-lr5e6-step150-FP8...
2026-03-18T18:02:27.963320+00:00 monitor updated for chaiml-grpo-glm46-combi_79432_v4
2026-03-18T18:02:30.050695+00:00 monitor updated for chaiml-grpo-glm46-chai-_81744_v5
2026-03-18T18:03:28.101850+00:00 monitor updated for chaiml-grpo-glm46-combi_79432_v4
2026-03-18T18:03:30.220184+00:00 monitor updated for chaiml-grpo-glm46-chai-_81744_v5
2026-03-18T18:04:28.280754+00:00 monitor updated for chaiml-grpo-glm46-combi_79432_v4
2026-03-18T18:04:30.377390+00:00 monitor updated for chaiml-grpo-glm46-chai-_81744_v5
chaiml-grpo-glm46-chai-81744-v5-uploader: Downloaded in 160.853s
chaiml-grpo-glm46-chai-81744-v5-uploader: Processed model ChaiML/grpo-glm46-chai-rm-lr5e6-step150 in 164.729s
chaiml-grpo-glm46-chai-81744-v5-uploader: creating bucket guanaco-vllm-models
chaiml-grpo-glm46-chai-81744-v5-uploader: /usr/lib/python3/dist-packages/S3/BaseUtils.py:56: SyntaxWarning: invalid escape sequence '\.'
chaiml-grpo-glm46-chai-81744-v5-uploader:   RE_S3_DATESTRING = re.compile('\.[0-9]*(?:[Z\\-\\+]*?)')
chaiml-grpo-glm46-chai-81744-v5-uploader: /usr/lib/python3/dist-packages/S3/BaseUtils.py:57: SyntaxWarning: invalid escape sequence '\s'
chaiml-grpo-glm46-chai-81744-v5-uploader:   RE_XML_NAMESPACE = re.compile(b'^(<?[^>]+?>\s*|\s*)(<\w+) xmlns=[\'"](https?://[^\'"]+)[\'"]', re.MULTILINE)
chaiml-grpo-glm46-chai-81744-v5-uploader: /usr/lib/python3/dist-packages/S3/Utils.py:240: SyntaxWarning: invalid escape sequence '\.'
chaiml-grpo-glm46-chai-81744-v5-uploader:   invalid = re.search("([^a-z0-9\.-])", bucket, re.UNICODE)
chaiml-grpo-glm46-chai-81744-v5-uploader: /usr/lib/python3/dist-packages/S3/Utils.py:244: SyntaxWarning: invalid escape sequence '\.'
chaiml-grpo-glm46-chai-81744-v5-uploader:   invalid = re.search("([^A-Za-z0-9\._-])", bucket, re.UNICODE)
chaiml-grpo-glm46-chai-81744-v5-uploader: /usr/lib/python3/dist-packages/S3/Utils.py:255: SyntaxWarning: invalid escape sequence '\.'
chaiml-grpo-glm46-chai-81744-v5-uploader:   if re.search("-\.", bucket, re.UNICODE):
chaiml-grpo-glm46-chai-81744-v5-uploader: /usr/lib/python3/dist-packages/S3/Utils.py:257: SyntaxWarning: invalid escape sequence '\.'
chaiml-grpo-glm46-chai-81744-v5-uploader:   if re.search("\.\.", bucket, re.UNICODE):
chaiml-grpo-glm46-chai-81744-v5-uploader: /usr/lib/python3/dist-packages/S3/S3Uri.py:155: SyntaxWarning: invalid escape sequence '\w'
chaiml-grpo-glm46-chai-81744-v5-uploader:   _re = re.compile("^(\w+://)?(.*)", re.UNICODE)
chaiml-grpo-glm46-chai-81744-v5-uploader: /usr/lib/python3/dist-packages/S3/FileLists.py:480: SyntaxWarning: invalid escape sequence '\*'
chaiml-grpo-glm46-chai-81744-v5-uploader:   wildcard_split_result = re.split("\*|\?", uri_str, maxsplit=1)
chaiml-grpo-glm46-chai-81744-v5-uploader: Bucket 's3://guanaco-vllm-models/' created
chaiml-grpo-glm46-chai-81744-v5-uploader: uploading /dev/shm/model_output to s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-81744-v5/default
chaiml-grpo-glm46-chai-81744-v5-uploader: cp /dev/shm/model_output/.gitattributes s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-81744-v5/default/.gitattributes
chaiml-grpo-glm46-chai-81744-v5-uploader: cp /dev/shm/model_output/generation_config.json s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-81744-v5/default/generation_config.json
chaiml-grpo-glm46-chai-81744-v5-uploader: cp /dev/shm/model_output/config.json s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-81744-v5/default/config.json
chaiml-grpo-glm46-chai-81744-v5-uploader: cp /dev/shm/model_output/chat_template.jinja s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-81744-v5/default/chat_template.jinja
chaiml-grpo-glm46-chai-81744-v5-uploader: cp /dev/shm/model_output/recipe.yaml s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-81744-v5/default/recipe.yaml
chaiml-grpo-glm46-chai-81744-v5-uploader: cp /dev/shm/model_output/special_tokens_map.json s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-81744-v5/default/special_tokens_map.json
chaiml-grpo-glm46-chai-81744-v5-uploader: cp /dev/shm/model_output/tokenizer_config.json s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-81744-v5/default/tokenizer_config.json
chaiml-grpo-glm46-chai-81744-v5-uploader: cp /dev/shm/model_output/model.safetensors.index.json s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-81744-v5/default/model.safetensors.index.json
chaiml-grpo-glm46-chai-81744-v5-uploader: cp /dev/shm/model_output/tokenizer.json s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-81744-v5/default/tokenizer.json
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2026-03-18T18:05:28.444319+00:00 monitor updated for chaiml-grpo-glm46-combi_79432_v4
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chaiml-grpo-glm46-chai-81744-v5-uploader: cp /dev/shm/model_output/model-00005-of-00072.safetensors s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-81744-v5/default/model-00005-of-00072.safetensors
chaiml-grpo-glm46-chai-81744-v5-uploader: cp /dev/shm/model_output/model-00033-of-00072.safetensors s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-81744-v5/default/model-00033-of-00072.safetensors
chaiml-grpo-glm46-chai-81744-v5-uploader: cp /dev/shm/model_output/model-00070-of-00072.safetensors s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-81744-v5/default/model-00070-of-00072.safetensors
chaiml-grpo-glm46-chai-81744-v5-uploader: cp /dev/shm/model_output/model-00047-of-00072.safetensors s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-81744-v5/default/model-00047-of-00072.safetensors
chaiml-grpo-glm46-chai-81744-v5-uploader: cp /dev/shm/model_output/model-00035-of-00072.safetensors s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-81744-v5/default/model-00035-of-00072.safetensors
chaiml-grpo-glm46-chai-81744-v5-uploader: cp /dev/shm/model_output/model-00004-of-00072.safetensors s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-81744-v5/default/model-00004-of-00072.safetensors
chaiml-grpo-glm46-chai-81744-v5-uploader: cp /dev/shm/model_output/model-00034-of-00072.safetensors s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-81744-v5/default/model-00034-of-00072.safetensors
chaiml-grpo-glm46-chai-81744-v5-uploader: cp /dev/shm/model_output/model-00069-of-00072.safetensors s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-81744-v5/default/model-00069-of-00072.safetensors
chaiml-grpo-glm46-chai-81744-v5-uploader: cp /dev/shm/model_output/model-00057-of-00072.safetensors s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-81744-v5/default/model-00057-of-00072.safetensors
2026-03-18T18:06:28.597909+00:00 monitor updated for chaiml-grpo-glm46-combi_79432_v4
chaiml-grpo-glm46-chai-81744-v5-uploader: cp /dev/shm/model_output/model-00039-of-00072.safetensors s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-81744-v5/default/model-00039-of-00072.safetensors
chaiml-grpo-glm46-chai-81744-v5-uploader: cp /dev/shm/model_output/model-00054-of-00072.safetensors s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-81744-v5/default/model-00054-of-00072.safetensors
chaiml-grpo-glm46-chai-81744-v5-uploader: cp /dev/shm/model_output/model-00067-of-00072.safetensors s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-81744-v5/default/model-00067-of-00072.safetensors
chaiml-grpo-glm46-chai-81744-v5-uploader: cp /dev/shm/model_output/model-00061-of-00072.safetensors s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-81744-v5/default/model-00061-of-00072.safetensors
chaiml-grpo-glm46-chai-81744-v5-uploader: cp /dev/shm/model_output/model-00042-of-00072.safetensors s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-81744-v5/default/model-00042-of-00072.safetensors
chaiml-grpo-glm46-chai-81744-v5-uploader: cp /dev/shm/model_output/model-00017-of-00072.safetensors s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-81744-v5/default/model-00017-of-00072.safetensors
chaiml-grpo-glm46-chai-81744-v5-uploader: cp /dev/shm/model_output/model-00045-of-00072.safetensors s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-81744-v5/default/model-00045-of-00072.safetensors
2026-03-18T18:06:30.681579+00:00 monitor updated for chaiml-grpo-glm46-chai-_81744_v5
Job chaiml-grpo-glm46-chai-81744-v5-uploader completed after 309.0s with status: succeeded
Stopping job with name chaiml-grpo-glm46-chai-81744-v5-uploader
Pipeline stage VLLMUploader completed in 309.87s
run pipeline stage %s
Running pipeline stage VLLMTemplater
Pipeline stage VLLMTemplater completed in 0.62s
run pipeline stage %s
Running pipeline stage VLLMDeployer
Creating inference service chaiml-grpo-glm46-chai-81744-v5
Waiting for inference service chaiml-grpo-glm46-chai-81744-v5 to be ready
2026-03-18T18:07:28.823939+00:00 monitor updated for chaiml-grpo-glm46-combi_79432_v4
2026-03-18T18:07:30.894796+00:00 monitor updated for chaiml-grpo-glm46-chai-_81744_v5
2026-03-18T18:08:29.031371+00:00 monitor updated for chaiml-grpo-glm46-combi_79432_v4
2026-03-18T18:08:31.071728+00:00 monitor updated for chaiml-grpo-glm46-chai-_81744_v5
2026-03-18T18:09:29.208725+00:00 monitor updated for chaiml-grpo-glm46-combi_79432_v4
2026-03-18T18:09:31.256710+00:00 monitor updated for chaiml-grpo-glm46-chai-_81744_v5
2026-03-18T18:10:29.406354+00:00 monitor updated for chaiml-grpo-glm46-combi_79432_v4
2026-03-18T18:10:31.432142+00:00 monitor updated for chaiml-grpo-glm46-chai-_81744_v5
2026-03-18T18:11:29.620112+00:00 monitor updated for chaiml-grpo-glm46-combi_79432_v4
2026-03-18T18:11:31.612837+00:00 monitor updated for chaiml-grpo-glm46-chai-_81744_v5
2026-03-18T18:12:29.795240+00:00 monitor updated for chaiml-grpo-glm46-combi_79432_v4
2026-03-18T18:12:31.808141+00:00 monitor updated for chaiml-grpo-glm46-chai-_81744_v5
2026-03-18T18:13:29.992616+00:00 monitor updated for chaiml-grpo-glm46-combi_79432_v4
2026-03-18T18:13:31.992301+00:00 monitor updated for chaiml-grpo-glm46-chai-_81744_v5
2026-03-18T18:14:30.177965+00:00 monitor updated for chaiml-grpo-glm46-combi_79432_v4
2026-03-18T18:14:32.171636+00:00 monitor updated for chaiml-grpo-glm46-chai-_81744_v5
Retrying (%r) after connection broken by '%r': %s
2026-03-18T18:15:30.369565+00:00 monitor updated for chaiml-grpo-glm46-combi_79432_v4
2026-03-18T18:15:32.352322+00:00 monitor updated for chaiml-grpo-glm46-chai-_81744_v5
2026-03-18T18:16:30.774360+00:00 monitor updated for chaiml-grpo-glm46-combi_79432_v4
2026-03-18T18:16:32.524368+00:00 monitor updated for chaiml-grpo-glm46-chai-_81744_v5
2026-03-18T18:17:30.962466+00:00 monitor updated for chaiml-grpo-glm46-combi_79432_v4
2026-03-18T18:17:32.700663+00:00 monitor updated for chaiml-grpo-glm46-chai-_81744_v5
2026-03-18T18:18:31.137104+00:00 monitor updated for chaiml-grpo-glm46-combi_79432_v4
2026-03-18T18:18:32.880558+00:00 monitor updated for chaiml-grpo-glm46-chai-_81744_v5
2026-03-18T18:19:31.314210+00:00 monitor updated for chaiml-grpo-glm46-combi_79432_v4
2026-03-18T18:19:33.054296+00:00 monitor updated for chaiml-grpo-glm46-chai-_81744_v5
2026-03-18T18:20:31.487321+00:00 monitor updated for chaiml-grpo-glm46-combi_79432_v4
2026-03-18T18:20:33.234598+00:00 monitor updated for chaiml-grpo-glm46-chai-_81744_v5
2026-03-18T18:21:31.678169+00:00 monitor updated for chaiml-grpo-glm46-combi_79432_v4
2026-03-18T18:21:33.420451+00:00 monitor updated for chaiml-grpo-glm46-chai-_81744_v5
2026-03-18T18:22:31.862871+00:00 monitor updated for chaiml-grpo-glm46-combi_79432_v4
2026-03-18T18:22:33.614569+00:00 monitor updated for chaiml-grpo-glm46-chai-_81744_v5
2026-03-18T18:23:32.040779+00:00 monitor updated for chaiml-grpo-glm46-combi_79432_v4
2026-03-18T18:23:33.786413+00:00 monitor updated for chaiml-grpo-glm46-chai-_81744_v5
2026-03-18T18:24:32.214645+00:00 monitor updated for chaiml-grpo-glm46-combi_79432_v4
2026-03-18T18:24:33.974744+00:00 monitor updated for chaiml-grpo-glm46-chai-_81744_v5
2026-03-18T18:25:32.381131+00:00 monitor updated for chaiml-grpo-glm46-combi_79432_v4
2026-03-18T18:25:34.149832+00:00 monitor updated for chaiml-grpo-glm46-chai-_81744_v5
Inference service chaiml-grpo-glm46-combi-79432-v4 ready after 1777.6201243400574s
Pipeline stage VLLMDeployer completed in 1778.53s
run pipeline stage %s
Running pipeline stage StressChecker
Received healthy response to inference request in 11.426444053649902s
Received healthy response to inference request in 2.1652793884277344s
Received healthy response to inference request in 2.0982372760772705s
Received healthy response to inference request in 2.0843024253845215s
Received healthy response to inference request in 2.0454068183898926s
Received healthy response to inference request in 2.102621555328369s
Received healthy response to inference request in 2.130957841873169s
2026-03-18T18:26:32.545287+00:00 monitor updated for chaiml-grpo-glm46-combi_79432_v4
Received healthy response to inference request in 2.0117712020874023s
2026-03-18T18:26:34.318688+00:00 monitor updated for chaiml-grpo-glm46-chai-_81744_v5
Received healthy response to inference request in 2.025658369064331s
Received healthy response to inference request in 2.373457431793213s
Received healthy response to inference request in 2.018371820449829s
Received healthy response to inference request in 2.089824914932251s
Received healthy response to inference request in 2.023249387741089s
Received healthy response to inference request in 2.017598867416382s
Received healthy response to inference request in 2.123046636581421s
Received healthy response to inference request in 2.1111197471618652s
Received healthy response to inference request in 2.085599899291992s
Received healthy response to inference request in 2.005618095397949s
Received healthy response to inference request in 1.974222183227539s
Received healthy response to inference request in 2.141409397125244s
Received healthy response to inference request in 2.1596622467041016s
Received healthy response to inference request in 2.0803029537200928s
Received healthy response to inference request in 2.010537624359131s
Received healthy response to inference request in 2.0791473388671875s
Received healthy response to inference request in 2.17922306060791s
Received healthy response to inference request in 2.1017017364501953s
Received healthy response to inference request in 1.9968652725219727s
Received healthy response to inference request in 2.0629031658172607s
Received healthy response to inference request in 2.0987932682037354s
Received healthy response to inference request in 2.4270870685577393s
30 requests
0 failed requests
5th percentile: 2.000804042816162
10th percentile: 2.0100456714630126
20th percentile: 2.0182172298431396
30th percentile: 2.039482283592224
40th percentile: 2.0798407077789305
50th percentile: 2.0877124071121216
60th percentile: 2.0999566555023192
70th percentile: 2.114697813987732
80th percentile: 2.1450599670410155
90th percentile: 2.1986464977264406
95th percentile: 2.402953732013702
99th percentile: 8.816630527973183
mean time: 2.4083473682403564
Pipeline stage StressChecker completed in 79.66s
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 1.03s
Shutdown handler de-registered
chaiml-grpo-glm46-combi_79432_v4 status is now deployed due to DeploymentManager action
Inference service chaiml-grpo-glm46-chai-81744-v5 ready after 1246.4399795532227s
Pipeline stage VLLMDeployer completed in 1247.90s
run pipeline stage %s
Running pipeline stage StressChecker
2026-03-18T18:27:34.521531+00:00 monitor updated for chaiml-grpo-glm46-chai-_81744_v5
Received healthy response to inference request in 9.173598051071167s
Received healthy response to inference request in 2.184154510498047s
Received healthy response to inference request in 2.125068426132202s
Received healthy response to inference request in 2.028130054473877s
Received healthy response to inference request in 2.1728811264038086s
Received healthy response to inference request in 2.1271212100982666s
Received healthy response to inference request in 2.0204145908355713s
Received healthy response to inference request in 2.1285204887390137s
Received healthy response to inference request in 2.0281260013580322s
Received healthy response to inference request in 2.1473004817962646s
Received healthy response to inference request in 2.023402690887451s
Received healthy response to inference request in 2.1412241458892822s
Received healthy response to inference request in 2.0420587062835693s
Received healthy response to inference request in 2.121814012527466s
Received healthy response to inference request in 2.1280078887939453s
Received healthy response to inference request in 2.0474421977996826s
Received healthy response to inference request in 2.1400864124298096s
Received healthy response to inference request in 2.1406078338623047s
Received healthy response to inference request in 2.1773722171783447s
Received healthy response to inference request in 2.032489538192749s
Received healthy response to inference request in 2.17606520652771s
Received healthy response to inference request in 2.3670616149902344s
Received healthy response to inference request in 2.0631179809570312s
Received healthy response to inference request in 2.0773682594299316s
Received healthy response to inference request in 2.0718765258789062s
Received healthy response to inference request in 2.0561907291412354s
2026-03-18T18:28:34.644753+00:00 monitor updated for chaiml-grpo-glm46-chai-_81744_v5
Received healthy response to inference request in 2.0304508209228516s
Received healthy response to inference request in 2.0079267024993896s
Received healthy response to inference request in 2.1189465522766113s
Received healthy response to inference request in 2.2293701171875s
30 requests
0 failed requests
5th percentile: 2.021759235858917
10th percentile: 2.027653670310974
20th percentile: 2.0320817947387697
30th percentile: 2.0535661697387697
40th percentile: 2.0751715660095216
50th percentile: 2.123441219329834
60th percentile: 2.1282129287719727
70th percentile: 2.140792727470398
80th percentile: 2.173517942428589
90th percentile: 2.1886760711669924
95th percentile: 2.3051004409790035
99th percentile: 7.199702484607702
mean time: 2.3442731698354087
Pipeline stage StressChecker completed in 73.85s
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 0.76s
Shutdown handler de-registered
chaiml-grpo-glm46-chai-_81744_v5 status is now deployed due to DeploymentManager action
chaiml-grpo-glm46-chai-_81744_v5 status is now inactive due to system request