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-llama-8b-202503-16869-v49-uploader
Waiting for job on chaiml-llama-8b-202503-16869-v49-uploader to finish
chaiml-llama-8b-202503-16869-v49-uploader: Using quantization_mode: none
chaiml-llama-8b-202503-16869-v49-uploader: Downloading snapshot of ChaiML/llama_8b_202503_1m_nemo_safety...
chaiml-llama-8b-202503-16869-v49-uploader: Downloaded in 12.749s
chaiml-llama-8b-202503-16869-v49-uploader: Processed model ChaiML/llama_8b_202503_1m_nemo_safety in 18.739s
chaiml-llama-8b-202503-16869-v49-uploader: creating bucket guanaco-vllm-models
chaiml-llama-8b-202503-16869-v49-uploader: /usr/lib/python3/dist-packages/S3/BaseUtils.py:56: SyntaxWarning: invalid escape sequence '\.'
chaiml-llama-8b-202503-16869-v49-uploader: RE_S3_DATESTRING = re.compile('\.[0-9]*(?:[Z\\-\\+]*?)')
chaiml-llama-8b-202503-16869-v49-uploader: /usr/lib/python3/dist-packages/S3/BaseUtils.py:57: SyntaxWarning: invalid escape sequence '\s'
chaiml-llama-8b-202503-16869-v49-uploader: RE_XML_NAMESPACE = re.compile(b'^(<?[^>]+?>\s*|\s*)(<\w+) xmlns=[\'"](https?://[^\'"]+)[\'"]', re.MULTILINE)
chaiml-llama-8b-202503-16869-v49-uploader: /usr/lib/python3/dist-packages/S3/Utils.py:240: SyntaxWarning: invalid escape sequence '\.'
chaiml-llama-8b-202503-16869-v49-uploader: invalid = re.search("([^a-z0-9\.-])", bucket, re.UNICODE)
chaiml-llama-8b-202503-16869-v49-uploader: /usr/lib/python3/dist-packages/S3/Utils.py:244: SyntaxWarning: invalid escape sequence '\.'
chaiml-llama-8b-202503-16869-v49-uploader: invalid = re.search("([^A-Za-z0-9\._-])", bucket, re.UNICODE)
chaiml-llama-8b-202503-16869-v49-uploader: /usr/lib/python3/dist-packages/S3/Utils.py:255: SyntaxWarning: invalid escape sequence '\.'
chaiml-llama-8b-202503-16869-v49-uploader: if re.search("-\.", bucket, re.UNICODE):
chaiml-llama-8b-202503-16869-v49-uploader: /usr/lib/python3/dist-packages/S3/Utils.py:257: SyntaxWarning: invalid escape sequence '\.'
chaiml-llama-8b-202503-16869-v49-uploader: if re.search("\.\.", bucket, re.UNICODE):
chaiml-llama-8b-202503-16869-v49-uploader: /usr/lib/python3/dist-packages/S3/S3Uri.py:155: SyntaxWarning: invalid escape sequence '\w'
chaiml-llama-8b-202503-16869-v49-uploader: _re = re.compile("^(\w+://)?(.*)", re.UNICODE)
chaiml-llama-8b-202503-16869-v49-uploader: /usr/lib/python3/dist-packages/S3/FileLists.py:480: SyntaxWarning: invalid escape sequence '\*'
chaiml-llama-8b-202503-16869-v49-uploader: wildcard_split_result = re.split("\*|\?", uri_str, maxsplit=1)
chaiml-llama-8b-202503-16869-v49-uploader: Bucket 's3://guanaco-vllm-models/' created
chaiml-llama-8b-202503-16869-v49-uploader: uploading /dev/shm/model_output to s3://guanaco-vllm-models/chaiml-llama-8b-202503-16869-v49/default
chaiml-llama-8b-202503-16869-v49-uploader: cp /dev/shm/model_output/special_tokens_map.json s3://guanaco-vllm-models/chaiml-llama-8b-202503-16869-v49/default/special_tokens_map.json
chaiml-llama-8b-202503-16869-v49-uploader: cp /dev/shm/model_output/model.safetensors.index.json s3://guanaco-vllm-models/chaiml-llama-8b-202503-16869-v49/default/model.safetensors.index.json
chaiml-llama-8b-202503-16869-v49-uploader: cp /dev/shm/model_output/tokenizer_config.json s3://guanaco-vllm-models/chaiml-llama-8b-202503-16869-v49/default/tokenizer_config.json
chaiml-llama-8b-202503-16869-v49-uploader: cp /dev/shm/model_output/config.json s3://guanaco-vllm-models/chaiml-llama-8b-202503-16869-v49/default/config.json
chaiml-llama-8b-202503-16869-v49-uploader: cp /dev/shm/model_output/.gitattributes s3://guanaco-vllm-models/chaiml-llama-8b-202503-16869-v49/default/.gitattributes
chaiml-llama-8b-202503-16869-v49-uploader: cp /dev/shm/model_output/README.md s3://guanaco-vllm-models/chaiml-llama-8b-202503-16869-v49/default/README.md
chaiml-llama-8b-202503-16869-v49-uploader: cp /dev/shm/model_output/tokenizer.json s3://guanaco-vllm-models/chaiml-llama-8b-202503-16869-v49/default/tokenizer.json
chaiml-llama-8b-202503-16869-v49-uploader: cp /dev/shm/model_output/model-00004-of-00004.safetensors s3://guanaco-vllm-models/chaiml-llama-8b-202503-16869-v49/default/model-00004-of-00004.safetensors
chaiml-llama-8b-202503-16869-v49-uploader: cp /dev/shm/model_output/model-00003-of-00004.safetensors s3://guanaco-vllm-models/chaiml-llama-8b-202503-16869-v49/default/model-00003-of-00004.safetensors
chaiml-llama-8b-202503-16869-v49-uploader: cp /dev/shm/model_output/model-00002-of-00004.safetensors s3://guanaco-vllm-models/chaiml-llama-8b-202503-16869-v49/default/model-00002-of-00004.safetensors
chaiml-llama-8b-202503-16869-v49-uploader: cp /dev/shm/model_output/model-00001-of-00004.safetensors s3://guanaco-vllm-models/chaiml-llama-8b-202503-16869-v49/default/model-00001-of-00004.safetensors
Job chaiml-llama-8b-202503-16869-v49-uploader completed after 42.58s with status: succeeded
Stopping job with name chaiml-llama-8b-202503-16869-v49-uploader
Pipeline stage VLLMUploader completed in 43.07s
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Running pipeline stage VLLMUploaderAMD
Pipeline stage vllm_upload_amd skipped, reason=not amd cluster
Pipeline stage VLLMUploaderAMD completed in 0.52s
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Running pipeline stage VLLMTemplater
Pipeline stage VLLMTemplater completed in 2.12s
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Running pipeline stage VLLMDeployer
Creating inference service chaiml-llama-8b-202503-16869-v49
Waiting for inference service chaiml-llama-8b-202503-16869-v49 to be ready
2026-03-31T22:43:52.068569+00:00 monitor updated for chaiml-llama-8b-202503_16869_v49
2026-03-31T22:44:52.167148+00:00 monitor updated for chaiml-llama-8b-202503_16869_v49
2026-03-31T22:45:52.263570+00:00 monitor updated for chaiml-llama-8b-202503_16869_v49
Retrying (%r) after connection broken by '%r': %s
Inference service chaiml-llama-8b-202503-16869-v49 ready after 160.4904329776764s
Pipeline stage VLLMDeployer completed in 161.08s
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Running pipeline stage StressChecker
Received healthy response to inference request in 4.836246728897095s
Received healthy response to inference request in 4.104959726333618s
Received healthy response to inference request in 3.5373423099517822s
Received healthy response to inference request in 2.2542290687561035s
Received healthy response to inference request in 3.564896821975708s
5 requests
0 failed requests
5th percentile: 2.5108517169952393
10th percentile: 2.767474365234375
20th percentile: 3.2807196617126464
30th percentile: 3.5428532123565675
40th percentile: 3.5538750171661375
50th percentile: 3.564896821975708
60th percentile: 3.780921983718872
70th percentile: 3.996947145462036
80th percentile: 4.2512171268463135
90th percentile: 4.543731927871704
95th percentile: 4.689989328384399
99th percentile: 4.806995248794555
mean time: 3.6595349311828613
Pipeline stage StressChecker completed in 20.09s
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Running pipeline stage OfflineFamilyFriendlyTriggerPipeline
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Pipeline stage OfflineFamilyFriendlyTriggerPipeline completed in 1.12s
Shutdown handler de-registered
chaiml-llama-8b-202503_16869_v49 status is now deployed due to DeploymentManager action
chaiml-llama-8b-202503_16869_v49 status is now inactive due to auto deactivation removed underperforming models
chaiml-llama-8b-202503_16869_v49 status is now torndown due to DeploymentManager action