developer_uid: acehao-chai
submission_id: chaiml-grpo-q235b-opusd_16163_v1
model_name: chaiml-grpo-q235b-opusd_16163_v1
model_group: ChaiML/grpo-q235b-opusd-
status: inactive
timestamp: 2026-02-25T22:47:32+00:00
num_battles: 11147
num_wins: 5836
celo_rating: 1310.5
family_friendly_score: 0.0
family_friendly_standard_error: 0.0
submission_type: basic
model_repo: ChaiML/grpo-q235b-opusd-v1-merged-chai-rm-step-2000
model_architecture: Qwen3MoeForCausalLM
model_num_parameters: 18790207488.0
best_of: 8
max_input_tokens: 2048
max_output_tokens: 80
reward_model: default
display_name: chaiml-grpo-q235b-opusd_16163_v1
ineligible_reason: max_output_tokens!=64
is_internal_developer: False
language_model: ChaiML/grpo-q235b-opusd-v1-merged-chai-rm-step-2000
model_size: 19B
ranking_group: single
us_pacific_date: 2026-02-25
win_ratio: 0.5235489369337042
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': ['<|assistant|>', '<|im_end|>', '<|user|>', '</think>', '####', '</s>'], 'max_input_tokens': 2048, 'best_of': 8, 'max_output_tokens': 80}
formatter: {'memory_template': "<|im_start|>system\n{bot_name}'s persona: {memory}<|im_end|>\n", 'prompt_template': '', 'bot_template': '<|im_start|>assistant\n{bot_name}: {message}<|im_end|>\n', 'user_template': '<|im_start|>user\n{message}<|im_end|>\n', 'response_template': '<|im_start|>assistant\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-q235b-opusd-16163-v1-uploader
Waiting for job on chaiml-grpo-q235b-opusd-16163-v1-uploader to finish
chaiml-grpo-q235b-opusd-16163-v1-uploader: Using quantization_mode: w4a16
chaiml-grpo-q235b-opusd-16163-v1-uploader: Checking if ChaiML/grpo-q235b-opusd-v1-merged-chai-rm-step-2000-W4A16 already exists in ChaiML
chaiml-grpo-q235b-opusd-16163-v1-uploader: Downloading snapshot of ChaiML/grpo-q235b-opusd-v1-merged-chai-rm-step-2000...
chaiml-grpo-q235b-opusd-16163-v1-uploader: Downloaded in 165.180s
chaiml-grpo-q235b-opusd-16163-v1-uploader: Applying quantization...
chaiml-grpo-q235b-opusd-16163-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-q235b-opusd-16163-v1-uploader: 2026-02-25 11:58:13 WARNING modeling_utils.py L4670: `torch_dtype` is deprecated! Use `dtype` instead!
chaiml-grpo-q235b-opusd-16163-v1-uploader: 2026-02-25 11:58:33 INFO base.py L366: using torch.bfloat16 for quantization tuning
chaiml-grpo-q235b-opusd-16163-v1-uploader: 2026-02-25 11:58:37 INFO base.py L1145: start to compute imatrix
chaiml-grpo-q235b-opusd-16163-v1-uploader: /usr/local/lib/python3.12/dist-packages/torch/backends/cuda/__init__.py:131: UserWarning: Please use the new API settings to control TF32 behavior, such as torch.backends.cudnn.conv.fp32_precision = 'tf32' or torch.backends.cuda.matmul.fp32_precision = 'ieee'. Old settings, e.g, torch.backends.cuda.matmul.allow_tf32 = True, torch.backends.cudnn.allow_tf32 = True, allowTF32CuDNN() and allowTF32CuBLAS() will be deprecated after Pytorch 2.9. Please see https://pytorch.org/docs/main/notes/cuda.html#tensorfloat-32-tf32-on-ampere-and-later-devices (Triggered internally at /pytorch/aten/src/ATen/Context.cpp:80.)
chaiml-grpo-q235b-opusd-16163-v1-uploader:   return torch._C._get_cublas_allow_tf32()
chaiml-grpo-q235b-opusd-16163-v1-uploader: W0225 11:59:39.877000 7 torch/_dynamo/convert_frame.py:1358] [6/8] torch._dynamo hit config.recompile_limit (8)
chaiml-grpo-q235b-opusd-16163-v1-uploader: W0225 11:59:39.877000 7 torch/_dynamo/convert_frame.py:1358] [6/8]    function: 'forward' (/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_moe/modeling_qwen3_moe.py:208)
chaiml-grpo-q235b-opusd-16163-v1-uploader: W0225 11:59:39.877000 7 torch/_dynamo/convert_frame.py:1358] [6/8]    last reason: 6/7: self._modules['up_proj'].imatrix_cnt == 1342             # module.imatrix_cnt += input.shape[0]  # auto_round/compressors/base.py:1179 in get_imatrix_hook (HINT: torch.compile considers integer attributes of the nn.Module to be static. If you are observing recompilation, you might want to make this integer dynamic using torch._dynamo.config.allow_unspec_int_on_nn_module = True, or convert this integer into a tensor.)
chaiml-grpo-q235b-opusd-16163-v1-uploader: W0225 11:59:39.877000 7 torch/_dynamo/convert_frame.py:1358] [6/8] To log all recompilation reasons, use TORCH_LOGS="recompiles".
chaiml-grpo-q235b-opusd-16163-v1-uploader: W0225 11:59:39.877000 7 torch/_dynamo/convert_frame.py:1358] [6/8] To diagnose recompilation issues, see https://pytorch.org/docs/main/torch.compiler_troubleshooting.html
chaiml-grpo-q235b-opusd-16163-v1-uploader: W0225 11:59:42.754000 7 torch/_dynamo/convert_frame.py:1358] [3/8] torch._dynamo hit config.recompile_limit (8)
chaiml-grpo-q235b-opusd-16163-v1-uploader: W0225 11:59:42.754000 7 torch/_dynamo/convert_frame.py:1358] [3/8]    function: 'forward' (/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_moe/modeling_qwen3_moe.py:305)
chaiml-grpo-q235b-opusd-16163-v1-uploader: W0225 11:59:42.754000 7 torch/_dynamo/convert_frame.py:1358] [3/8]    last reason: 3/7: self._modules['self_attn']._modules['k_proj'].imatrix_cnt == 56  # module.imatrix_cnt += input.shape[0]  # auto_round/compressors/base.py:1179 in get_imatrix_hook (HINT: torch.compile considers integer attributes of the nn.Module to be static. If you are observing recompilation, you might want to make this integer dynamic using torch._dynamo.config.allow_unspec_int_on_nn_module = True, or convert this integer into a tensor.)
chaiml-grpo-q235b-opusd-16163-v1-uploader: W0225 11:59:42.754000 7 torch/_dynamo/convert_frame.py:1358] [3/8] To log all recompilation reasons, use TORCH_LOGS="recompiles".
chaiml-grpo-q235b-opusd-16163-v1-uploader: W0225 11:59:42.754000 7 torch/_dynamo/convert_frame.py:1358] [3/8] To diagnose recompilation issues, see https://pytorch.org/docs/main/torch.compiler_troubleshooting.html
chaiml-grpo-q235b-opusd-16163-v1-uploader: 2026-02-25 12:00:00 WARNING gguf.py L297: please use more data via setting `nsamples` to improve accuracy as calibration activations contain 0
Failed to get response for submission chaiml-sft-qwen-235b-ro_85751_v1: ('http://chaiml-sft-qwen-235b-ro-85751-v1-predictor.tenant-chaiml-guanaco.kchai-coreweave-us-east-04a.chaiverse.com/v1/completions', '')
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-sft-qwen-235b-ro_85751_v1: ('http://chaiml-sft-qwen-235b-ro-85751-v1-predictor.tenant-chaiml-guanaco.kchai-coreweave-us-east-04a.chaiverse.com/v1/completions', '')
Failed to get response for submission chaiml-sft-qwen-235b-ro_85751_v1: ('http://chaiml-sft-qwen-235b-ro-85751-v1-predictor.tenant-chaiml-guanaco.kchai-coreweave-us-east-04a.chaiverse.com/v1/completions', '')
Retrying (%r) after connection broken by '%r': %s
chaiml-grpo-q235b-opusd-16163-v1-uploader: Checking if ChaiML/grpo-q235b-opusd-v1-merged-chai-rm-step-2000-W4A16 already exists in ChaiML
chaiml-grpo-q235b-opusd-16163-v1-uploader: Creating repo ChaiML/grpo-q235b-opusd-v1-merged-chai-rm-step-2000-W4A16 and uploading /dev/shm/model_output to it
chaiml-grpo-q235b-opusd-16163-v1-uploader: ---------- 2026-02-25 13:22:43 (0:00:00) ----------
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chaiml-grpo-q235b-opusd-16163-v1-uploader: Workers: hashing: 27 | get upload mode: 7 | pre-uploading: 1 | committing: 0 | waiting: 91
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chaiml-grpo-q235b-opusd-16163-v1-uploader: ---------- 2026-02-25 13:26:43 (0:04:00) ----------
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chaiml-grpo-q235b-opusd-16163-v1-uploader: ---------- 2026-02-25 13:27:43 (0:05:00) ----------
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chaiml-grpo-q235b-opusd-16163-v1-uploader: ---------------------------------------------------
chaiml-grpo-q235b-opusd-16163-v1-uploader:                              Processed model ChaiML/grpo-q235b-opusd-v1-merged-chai-rm-step-2000 in 5594.710s
chaiml-grpo-q235b-opusd-16163-v1-uploader: creating bucket guanaco-vllm-models
chaiml-grpo-q235b-opusd-16163-v1-uploader: cp /dev/shm/model_output/added_tokens.json s3://guanaco-vllm-models/chaiml-grpo-q235b-opusd-16163-v1/default/added_tokens.json
chaiml-grpo-q235b-opusd-16163-v1-uploader: cp /dev/shm/model_output/generation_config.json s3://guanaco-vllm-models/chaiml-grpo-q235b-opusd-16163-v1/default/generation_config.json
chaiml-grpo-q235b-opusd-16163-v1-uploader: cp /dev/shm/model_output/chat_template.jinja s3://guanaco-vllm-models/chaiml-grpo-q235b-opusd-16163-v1/default/chat_template.jinja
chaiml-grpo-q235b-opusd-16163-v1-uploader: cp /dev/shm/model_output/merges.txt s3://guanaco-vllm-models/chaiml-grpo-q235b-opusd-16163-v1/default/merges.txt
chaiml-grpo-q235b-opusd-16163-v1-uploader: cp /dev/shm/model_output/quantization_config.json s3://guanaco-vllm-models/chaiml-grpo-q235b-opusd-16163-v1/default/quantization_config.json
chaiml-grpo-q235b-opusd-16163-v1-uploader: cp /dev/shm/model_output/tokenizer_config.json s3://guanaco-vllm-models/chaiml-grpo-q235b-opusd-16163-v1/default/tokenizer_config.json
chaiml-grpo-q235b-opusd-16163-v1-uploader: cp /dev/shm/model_output/vocab.json s3://guanaco-vllm-models/chaiml-grpo-q235b-opusd-16163-v1/default/vocab.json
chaiml-grpo-q235b-opusd-16163-v1-uploader: cp /dev/shm/model_output/config.json s3://guanaco-vllm-models/chaiml-grpo-q235b-opusd-16163-v1/default/config.json
chaiml-grpo-q235b-opusd-16163-v1-uploader: cp /dev/shm/model_output/special_tokens_map.json s3://guanaco-vllm-models/chaiml-grpo-q235b-opusd-16163-v1/default/special_tokens_map.json
chaiml-grpo-q235b-opusd-16163-v1-uploader: cp /dev/shm/model_output/model.safetensors.index.json s3://guanaco-vllm-models/chaiml-grpo-q235b-opusd-16163-v1/default/model.safetensors.index.json
chaiml-grpo-q235b-opusd-16163-v1-uploader: cp /dev/shm/model_output/tokenizer.json s3://guanaco-vllm-models/chaiml-grpo-q235b-opusd-16163-v1/default/tokenizer.json
chaiml-grpo-q235b-opusd-16163-v1-uploader: cp /dev/shm/model_output/model-00005-of-00027.safetensors s3://guanaco-vllm-models/chaiml-grpo-q235b-opusd-16163-v1/default/model-00005-of-00027.safetensors
chaiml-grpo-q235b-opusd-16163-v1-uploader: cp /dev/shm/model_output/model-00013-of-00027.safetensors s3://guanaco-vllm-models/chaiml-grpo-q235b-opusd-16163-v1/default/model-00013-of-00027.safetensors
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chaiml-grpo-q235b-opusd-16163-v1-uploader: cp /dev/shm/model_output/model-00018-of-00027.safetensors s3://guanaco-vllm-models/chaiml-grpo-q235b-opusd-16163-v1/default/model-00018-of-00027.safetensors
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chaiml-grpo-q235b-opusd-16163-v1-uploader: cp /dev/shm/model_output/model-00024-of-00027.safetensors s3://guanaco-vllm-models/chaiml-grpo-q235b-opusd-16163-v1/default/model-00024-of-00027.safetensors
chaiml-grpo-q235b-opusd-16163-v1-uploader: cp /dev/shm/model_output/model-00015-of-00027.safetensors s3://guanaco-vllm-models/chaiml-grpo-q235b-opusd-16163-v1/default/model-00015-of-00027.safetensors
chaiml-grpo-q235b-opusd-16163-v1-uploader: cp /dev/shm/model_output/model-00016-of-00027.safetensors s3://guanaco-vllm-models/chaiml-grpo-q235b-opusd-16163-v1/default/model-00016-of-00027.safetensors
chaiml-grpo-q235b-opusd-16163-v1-uploader: cp /dev/shm/model_output/model-00017-of-00027.safetensors s3://guanaco-vllm-models/chaiml-grpo-q235b-opusd-16163-v1/default/model-00017-of-00027.safetensors
chaiml-grpo-q235b-opusd-16163-v1-uploader: cp /dev/shm/model_output/model-00003-of-00027.safetensors s3://guanaco-vllm-models/chaiml-grpo-q235b-opusd-16163-v1/default/model-00003-of-00027.safetensors
chaiml-grpo-q235b-opusd-16163-v1-uploader: cp /dev/shm/model_output/model-00011-of-00027.safetensors s3://guanaco-vllm-models/chaiml-grpo-q235b-opusd-16163-v1/default/model-00011-of-00027.safetensors
chaiml-grpo-q235b-opusd-16163-v1-uploader: cp /dev/shm/model_output/model-00022-of-00027.safetensors s3://guanaco-vllm-models/chaiml-grpo-q235b-opusd-16163-v1/default/model-00022-of-00027.safetensors
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chaiml-grpo-q235b-opusd-16163-v1-uploader: cp /dev/shm/model_output/model-00023-of-00027.safetensors s3://guanaco-vllm-models/chaiml-grpo-q235b-opusd-16163-v1/default/model-00023-of-00027.safetensors
Job chaiml-grpo-q235b-opusd-16163-v1-uploader completed after 5685.81s with status: succeeded
Stopping job with name chaiml-grpo-q235b-opusd-16163-v1-uploader
Pipeline stage VLLMUploader completed in 5687.40s
run pipeline stage %s
Running pipeline stage VLLMTemplater
Pipeline stage VLLMTemplater completed in 0.38s
run pipeline stage %s
Running pipeline stage VLLMDeployer
Creating inference service chaiml-grpo-q235b-opusd-16163-v1
Waiting for inference service chaiml-grpo-q235b-opusd-16163-v1 to be ready
Inference service chaiml-grpo-q235b-opusd-16163-v1 ready after 382.62914061546326s
Pipeline stage VLLMDeployer completed in 383.29s
run pipeline stage %s
Running pipeline stage StressChecker
Received healthy response to inference request in 1.874671220779419s
Received healthy response to inference request in 1.636026382446289s
Received healthy response to inference request in 1.8833630084991455s
Received healthy response to inference request in 1.733180046081543s
Received healthy response to inference request in 1.8383655548095703s
Received healthy response to inference request in 1.7810893058776855s
Received healthy response to inference request in 1.6530842781066895s
Received healthy response to inference request in 1.613734483718872s
Received healthy response to inference request in 1.7077116966247559s
Received healthy response to inference request in 1.7213449478149414s
Received healthy response to inference request in 1.7121937274932861s
Received healthy response to inference request in 1.7241358757019043s
Received healthy response to inference request in 1.5988714694976807s
Received healthy response to inference request in 1.9604694843292236s
Received healthy response to inference request in 2.0018937587738037s
Received healthy response to inference request in 1.6745920181274414s
Received healthy response to inference request in 1.8040235042572021s
Received healthy response to inference request in 1.7282359600067139s
Received healthy response to inference request in 1.8988087177276611s
Received healthy response to inference request in 1.8367934226989746s
Received healthy response to inference request in 2.106779098510742s
Received healthy response to inference request in 1.7675249576568604s
Received healthy response to inference request in 1.5406160354614258s
Received healthy response to inference request in 1.8265538215637207s
Received healthy response to inference request in 1.5061531066894531s
Received healthy response to inference request in 2.09428071975708s
Received healthy response to inference request in 1.8855791091918945s
Received healthy response to inference request in 1.6783969402313232s
Received healthy response to inference request in 1.8122937679290771s
Received healthy response to inference request in 1.7361748218536377s
30 requests
0 failed requests
5th percentile: 1.5668309807777405
10th percentile: 1.612248182296753
20th percentile: 1.670290470123291
30th percentile: 1.710849118232727
40th percentile: 1.72659592628479
50th percentile: 1.751849889755249
60th percentile: 1.8073316097259522
70th percentile: 1.8372650623321534
80th percentile: 1.8838062286376953
90th percentile: 1.9646119117736818
95th percentile: 2.0527065873146055
99th percentile: 2.10315456867218
mean time: 1.7778980414072671
Pipeline stage StressChecker completed in 57.05s
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 0.70s
Shutdown handler de-registered
chaiml-grpo-q235b-opusd_16163_v1 status is now deployed due to DeploymentManager action
chaiml-grpo-q235b-opusd_16163_v1 status is now inactive due to auto deactivation removed underperforming models