developer_uid: chai_backend_admin
submission_id: chaiml-grpo-glm46-chai-_46509_v1
model_name: chaiml-grpo-glm46-chai-_46509_v1
model_group: ChaiML/grpo-glm46-chai-r
status: inactive
timestamp: 2026-03-09T04:26:56+00:00
num_battles: 12223
num_wins: 6555
celo_rating: 1320.03
family_friendly_score: 0.0
family_friendly_standard_error: 0.0
submission_type: basic
model_repo: ChaiML/grpo-glm46-chai-rm-lr5e6-step100
model_architecture: Glm4MoeForCausalLM
model_num_parameters: 24110003200.0
best_of: 8
max_input_tokens: 2048
max_output_tokens: 80
reward_model: default
display_name: chaiml-grpo-glm46-chai-_46509_v1
ineligible_reason: max_output_tokens!=64
is_internal_developer: True
language_model: ChaiML/grpo-glm46-chai-rm-lr5e6-step100
model_size: 24B
ranking_group: single
us_pacific_date: 2026-03-08
win_ratio: 0.5362840546510677
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': ['</s>', '<|user|>', '<|assistant|>', '<|im_end|>', '####'], 'max_input_tokens': 2048, 'best_of': 8, 'max_output_tokens': 80}
formatter: {'memory_template': "[gMASK]<sop><|system|>\n{bot_name}'s persona: {memory}.<|user|>\n", 'prompt_template': '', 'bot_template': '{bot_name}: {message}\n', 'user_template': '{user_name}: {message}\n', '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-46509-v1-uploader
Waiting for job on chaiml-grpo-glm46-chai-46509-v1-uploader to finish
chaiml-grpo-glm46-chai-46509-v1-uploader: Using quantization_mode: fp8
chaiml-grpo-glm46-chai-46509-v1-uploader: Checking if ChaiML/grpo-glm46-chai-rm-lr5e6-step100-FP8 already exists in ChaiML
chaiml-grpo-glm46-chai-46509-v1-uploader: Downloading snapshot of ChaiML/grpo-glm46-chai-rm-lr5e6-step100...
chaiml-grpo-glm46-chai-46509-v1-uploader: Downloaded in 236.687s
chaiml-grpo-glm46-chai-46509-v1-uploader: Loading /tmp/model_input...
chaiml-grpo-glm46-chai-46509-v1-uploader: The tokenizer you are loading from '/tmp/model_input' with an incorrect regex pattern: https://huggingface.co/mistralai/Mistral-Small-3.1-24B-Instruct-2503/discussions/84#69121093e8b480e709447d5e. This will lead to incorrect tokenization. You should set the `fix_mistral_regex=True` flag when loading this tokenizer to fix this issue.
chaiml-grpo-glm46-chai-46509-v1-uploader: `torch_dtype` is deprecated! Use `dtype` instead!
chaiml-grpo-glm46-chai-46509-v1-uploader: Some parameters are on the meta device because they were offloaded to the cpu.
chaiml-grpo-glm46-chai-46509-v1-uploader: Applying quantization...
chaiml-grpo-glm46-chai-46509-v1-uploader: 2026-03-08T17:46:18.659385-0700 | from_modifiers | INFO - Creating recipe from modifiers
chaiml-grpo-glm46-chai-46509-v1-uploader: 2026-03-08T17:47:14.878997-0700 | initialize | INFO - Compression lifecycle initialized for 1 modifiers
chaiml-grpo-glm46-chai-46509-v1-uploader: 2026-03-08T17:47:14.879460-0700 | IndependentPipeline | INFO - Inferred `DataFreePipeline` for `QuantizationModifier`
chaiml-grpo-glm46-chai-46509-v1-uploader: Some parameters are on the meta device because they were offloaded to the cpu.
chaiml-grpo-glm46-chai-46509-v1-uploader: 2026-03-08T18:00:28.421559-0700 | finalize | INFO - Compression lifecycle finalized for 1 modifiers
chaiml-grpo-glm46-chai-46509-v1-uploader: 2026-03-08T18:00:34.973723-0700 | post_process | WARNING - Optimized model is not saved. To save, please provide`output_dir` as input arg.Ex. `oneshot(..., output_dir=...)`
chaiml-grpo-glm46-chai-46509-v1-uploader: Saving to /dev/shm/model_output...
chaiml-grpo-glm46-chai-46509-v1-uploader: 2026-03-08T18:00:34.999804-0700 | get_model_compressor | INFO - skip_sparsity_compression_stats set to True. Skipping sparsity compression statistic calculations. No sparsity compressor will be applied.
Unable to record family friendly update due to error: Invalid JSON input: Expecting value: line 1 column 1 (char 0)
Failed to get response for submission chaiml-grpo-glm46-chai-_81744_v1: ('http://chaiml-grpo-glm46-chai-81744-v1-predictor.tenant-chaiml-guanaco.k2.chaiverse.com/v1/completions', 'request timeout')
Failed to get response for submission chaiml-grpo-glm46-chai-_81744_v1: ('http://chaiml-grpo-glm46-chai-81744-v1-predictor.tenant-chaiml-guanaco.k2.chaiverse.com/v1/completions', 'request timeout')
Failed to get response for submission chaiml-grpo-glm46-chai-_81744_v1: ('http://chaiml-grpo-glm46-chai-81744-v1-predictor.tenant-chaiml-guanaco.k2.chaiverse.com/v1/completions', 'request timeout')
Failed to get response for submission chaiml-grpo-glm46-chai-_81744_v1: ('http://chaiml-grpo-glm46-chai-81744-v1-predictor.tenant-chaiml-guanaco.k2.chaiverse.com/v1/completions', 'request timeout')
Failed to get response for submission chaiml-grpo-glm46-chai-_81744_v1: ('http://chaiml-grpo-glm46-chai-81744-v1-predictor.tenant-chaiml-guanaco.k2.chaiverse.com/v1/completions', 'upstream connect error or disconnect/reset before headers. reset reason: connection termination')
chaiml-grpo-glm46-chai-46509-v1-uploader: Cleaning quantization config in /dev/shm/model_output
chaiml-grpo-glm46-chai-46509-v1-uploader: Pushing to ChaiML/grpo-glm46-chai-rm-lr5e6-step100-FP8
chaiml-grpo-glm46-chai-46509-v1-uploader: Checking if ChaiML/grpo-glm46-chai-rm-lr5e6-step100-FP8 already exists in ChaiML
chaiml-grpo-glm46-chai-46509-v1-uploader: Creating repo ChaiML/grpo-glm46-chai-rm-lr5e6-step100-FP8 and uploading /dev/shm/model_output to it
chaiml-grpo-glm46-chai-46509-v1-uploader: ---------- 2026-03-08 18:42:40 (0:00:00) ----------
chaiml-grpo-glm46-chai-46509-v1-uploader: Files:   hashed 8/80 (28.2M/354.7G) | pre-uploaded: 0/1 (0.0/354.7G) (+72 unsure) | committed: 0/80 (0.0/354.7G) | ignored: 0
chaiml-grpo-glm46-chai-46509-v1-uploader: Workers: hashing: 72 | get upload mode: 1 | pre-uploading: 1 | committing: 0 | waiting: 52
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chaiml-grpo-glm46-chai-46509-v1-uploader: ---------- 2026-03-08 18:43:40 (0:01:00) ----------
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chaiml-grpo-glm46-chai-46509-v1-uploader: ---------- 2026-03-08 18:44:40 (0:02:00) ----------
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chaiml-grpo-glm46-chai-46509-v1-uploader: ---------- 2026-03-08 18:45:40 (0:03:00) ----------
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chaiml-grpo-glm46-chai-46509-v1-uploader: Workers: hashing: 0 | get upload mode: 0 | pre-uploading: 55 | committing: 0 | waiting: 71
chaiml-grpo-glm46-chai-46509-v1-uploader: ---------------------------------------------------
chaiml-grpo-glm46-chai-46509-v1-uploader:                              







chaiml-grpo-glm46-chai-46509-v1-uploader: ---------- 2026-03-08 18:46:40 (0:04:00) ----------
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chaiml-grpo-glm46-chai-46509-v1-uploader: Workers: hashing: 0 | get upload mode: 0 | pre-uploading: 54 | committing: 0 | waiting: 72
chaiml-grpo-glm46-chai-46509-v1-uploader: ---------------------------------------------------
Failed to get response for submission chaiml-grpo-glm46-chai-_81744_v1: ('http://chaiml-grpo-glm46-chai-81744-v1-predictor.tenant-chaiml-guanaco.k2.chaiverse.com/v1/completions', 'request timeout')
chaiml-grpo-glm46-chai-46509-v1-uploader:                              







chaiml-grpo-glm46-chai-46509-v1-uploader: ---------- 2026-03-08 18:47:40 (0:05:00) ----------
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chaiml-grpo-glm46-chai-46509-v1-uploader: Workers: hashing: 0 | get upload mode: 0 | pre-uploading: 46 | committing: 0 | waiting: 80
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chaiml-grpo-glm46-chai-46509-v1-uploader: ---------- 2026-03-08 18:48:40 (0:06:00) ----------
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chaiml-grpo-glm46-chai-46509-v1-uploader: ---------- 2026-03-08 18:49:40 (0:07:00) ----------
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chaiml-grpo-glm46-chai-46509-v1-uploader: Workers: hashing: 0 | get upload mode: 0 | pre-uploading: 30 | committing: 0 | waiting: 96
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chaiml-grpo-glm46-chai-46509-v1-uploader: ---------- 2026-03-08 18:50:40 (0:08:00) ----------
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chaiml-grpo-glm46-chai-46509-v1-uploader: Workers: hashing: 0 | get upload mode: 0 | pre-uploading: 22 | committing: 0 | waiting: 104
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chaiml-grpo-glm46-chai-46509-v1-uploader: ---------- 2026-03-08 18:52:40 (0:10:00) ----------
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chaiml-grpo-glm46-chai-46509-v1-uploader:                              Processed model ChaiML/grpo-glm46-chai-rm-lr5e6-step100 in 4477.685s
chaiml-grpo-glm46-chai-46509-v1-uploader: creating bucket guanaco-vllm-models
chaiml-grpo-glm46-chai-46509-v1-uploader: /usr/lib/python3/dist-packages/S3/BaseUtils.py:56: SyntaxWarning: invalid escape sequence '\.'
chaiml-grpo-glm46-chai-46509-v1-uploader:   RE_S3_DATESTRING = re.compile('\.[0-9]*(?:[Z\\-\\+]*?)')
chaiml-grpo-glm46-chai-46509-v1-uploader: /usr/lib/python3/dist-packages/S3/BaseUtils.py:57: SyntaxWarning: invalid escape sequence '\s'
chaiml-grpo-glm46-chai-46509-v1-uploader:   RE_XML_NAMESPACE = re.compile(b'^(<?[^>]+?>\s*|\s*)(<\w+) xmlns=[\'"](https?://[^\'"]+)[\'"]', re.MULTILINE)
chaiml-grpo-glm46-chai-46509-v1-uploader: /usr/lib/python3/dist-packages/S3/Utils.py:240: SyntaxWarning: invalid escape sequence '\.'
chaiml-grpo-glm46-chai-46509-v1-uploader:   invalid = re.search("([^a-z0-9\.-])", bucket, re.UNICODE)
chaiml-grpo-glm46-chai-46509-v1-uploader: /usr/lib/python3/dist-packages/S3/Utils.py:244: SyntaxWarning: invalid escape sequence '\.'
chaiml-grpo-glm46-chai-46509-v1-uploader:   invalid = re.search("([^A-Za-z0-9\._-])", bucket, re.UNICODE)
chaiml-grpo-glm46-chai-46509-v1-uploader: /usr/lib/python3/dist-packages/S3/Utils.py:255: SyntaxWarning: invalid escape sequence '\.'
chaiml-grpo-glm46-chai-46509-v1-uploader:   if re.search("-\.", bucket, re.UNICODE):
chaiml-grpo-glm46-chai-46509-v1-uploader: /usr/lib/python3/dist-packages/S3/Utils.py:257: SyntaxWarning: invalid escape sequence '\.'
chaiml-grpo-glm46-chai-46509-v1-uploader:   if re.search("\.\.", bucket, re.UNICODE):
chaiml-grpo-glm46-chai-46509-v1-uploader: /usr/lib/python3/dist-packages/S3/S3Uri.py:155: SyntaxWarning: invalid escape sequence '\w'
chaiml-grpo-glm46-chai-46509-v1-uploader:   _re = re.compile("^(\w+://)?(.*)", re.UNICODE)
chaiml-grpo-glm46-chai-46509-v1-uploader: /usr/lib/python3/dist-packages/S3/FileLists.py:480: SyntaxWarning: invalid escape sequence '\*'
chaiml-grpo-glm46-chai-46509-v1-uploader:   wildcard_split_result = re.split("\*|\?", uri_str, maxsplit=1)
chaiml-grpo-glm46-chai-46509-v1-uploader: Bucket 's3://guanaco-vllm-models/' created
chaiml-grpo-glm46-chai-46509-v1-uploader: uploading /dev/shm/model_output to s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-46509-v1/default
chaiml-grpo-glm46-chai-46509-v1-uploader: cp /dev/shm/model_output/config.json s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-46509-v1/default/config.json
chaiml-grpo-glm46-chai-46509-v1-uploader: cp /dev/shm/model_output/chat_template.jinja s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-46509-v1/default/chat_template.jinja
chaiml-grpo-glm46-chai-46509-v1-uploader: cp /dev/shm/model_output/generation_config.json s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-46509-v1/default/generation_config.json
chaiml-grpo-glm46-chai-46509-v1-uploader: cp /dev/shm/model_output/special_tokens_map.json s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-46509-v1/default/special_tokens_map.json
chaiml-grpo-glm46-chai-46509-v1-uploader: cp /dev/shm/model_output/recipe.yaml s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-46509-v1/default/recipe.yaml
chaiml-grpo-glm46-chai-46509-v1-uploader: cp /dev/shm/model_output/tokenizer_config.json s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-46509-v1/default/tokenizer_config.json
chaiml-grpo-glm46-chai-46509-v1-uploader: cp /dev/shm/model_output/model-00072-of-00072.safetensors s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-46509-v1/default/model-00072-of-00072.safetensors
chaiml-grpo-glm46-chai-46509-v1-uploader: cp /dev/shm/model_output/model-00071-of-00072.safetensors s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-46509-v1/default/model-00071-of-00072.safetensors
chaiml-grpo-glm46-chai-46509-v1-uploader: cp /dev/shm/model_output/model-00020-of-00072.safetensors s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-46509-v1/default/model-00020-of-00072.safetensors
chaiml-grpo-glm46-chai-46509-v1-uploader: cp /dev/shm/model_output/model-00011-of-00072.safetensors s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-46509-v1/default/model-00011-of-00072.safetensors
chaiml-grpo-glm46-chai-46509-v1-uploader: cp /dev/shm/model_output/model-00057-of-00072.safetensors s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-46509-v1/default/model-00057-of-00072.safetensors
chaiml-grpo-glm46-chai-46509-v1-uploader: cp /dev/shm/model_output/model-00038-of-00072.safetensors s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-46509-v1/default/model-00038-of-00072.safetensors
chaiml-grpo-glm46-chai-46509-v1-uploader: cp /dev/shm/model_output/model-00041-of-00072.safetensors s3://guanaco-vllm-models/chaiml-grpo-glm46-chai-46509-v1/default/model-00041-of-00072.safetensors
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Job chaiml-grpo-glm46-chai-46509-v1-uploader completed after 4640.4s with status: succeeded
Stopping job with name chaiml-grpo-glm46-chai-46509-v1-uploader
Pipeline stage VLLMUploader completed in 4640.91s
run pipeline stage %s
Running pipeline stage VLLMTemplater
Pipeline stage VLLMTemplater completed in 1.17s
run pipeline stage %s
Running pipeline stage VLLMDeployer
Creating inference service chaiml-grpo-glm46-chai-46509-v1
Waiting for inference service chaiml-grpo-glm46-chai-46509-v1 to be ready
Inference service chaiml-grpo-glm46-chai-46509-v1 ready after 561.0870296955109s
Pipeline stage VLLMDeployer completed in 561.57s
run pipeline stage %s
Running pipeline stage StressChecker
Received healthy response to inference request in 2.3822202682495117s
Received healthy response to inference request in 2.268233299255371s
Received healthy response to inference request in 2.171085834503174s
Received healthy response to inference request in 2.0891995429992676s
Received healthy response to inference request in 2.293954610824585s
Received healthy response to inference request in 2.175719738006592s
Received healthy response to inference request in 2.142279624938965s
Received healthy response to inference request in 2.1016123294830322s
Received healthy response to inference request in 2.0899229049682617s
Received healthy response to inference request in 2.276660919189453s
Received healthy response to inference request in 2.2004075050354004s
Received healthy response to inference request in 2.1551504135131836s
Received healthy response to inference request in 2.26741886138916s
Received healthy response to inference request in 2.1628434658050537s
Received healthy response to inference request in 2.326066732406616s
Received healthy response to inference request in 2.247792959213257s
Received healthy response to inference request in 2.2482872009277344s
Received healthy response to inference request in 2.1697354316711426s
Received healthy response to inference request in 2.2556467056274414s
Received healthy response to inference request in 2.125380277633667s
Received healthy response to inference request in 2.201199531555176s
Received healthy response to inference request in 2.104084014892578s
Received healthy response to inference request in 2.296163320541382s
Received healthy response to inference request in 2.473008155822754s
Received healthy response to inference request in 2.256211519241333s
Received healthy response to inference request in 2.11553692817688s
Received healthy response to inference request in 2.1581461429595947s
Received healthy response to inference request in 2.220924139022827s
Received healthy response to inference request in 2.1062188148498535s
Received healthy response to inference request in 2.201528549194336s
30 requests
0 failed requests
5th percentile: 2.0951831459999086
10th percentile: 2.1038368463516237
20th percentile: 2.1234116077423097
30th percentile: 2.1572474241256714
40th percentile: 2.1705456733703614
50th percentile: 2.200803518295288
60th percentile: 2.231671667098999
70th percentile: 2.2558161497116087
80th percentile: 2.2699188232421874
90th percentile: 2.2991536617279054
95th percentile: 2.3569511771202087
99th percentile: 2.4466796684265137
mean time: 2.2094213247299193
Pipeline stage StressChecker completed in 70.70s
run pipeline stage %s
Running pipeline stage OfflineFamilyFriendlyTriggerPipeline
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starting trigger_guanaco_pipeline args=%s
triggered trigger_guanaco_pipeline args=%s
Pipeline stage OfflineFamilyFriendlyTriggerPipeline completed in 1.27s
Shutdown handler de-registered
chaiml-grpo-glm46-chai-_46509_v1 status is now deployed due to DeploymentManager action
chaiml-grpo-glm46-chai-_46509_v1 status is now inactive due to auto deactivation removed underperforming models