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run pipeline %s
run pipeline stage %s
Running pipeline stage VLLMUploader
Starting job with name chaiml-pony-d1-q235b-pv-97292-v1-uploader
Waiting for job on chaiml-pony-d1-q235b-pv-97292-v1-uploader to finish
chaiml-pony-d1-q235b-pv-97292-v1-uploader: Using quantization_mode: w4a16
chaiml-pony-d1-q235b-pv-97292-v1-uploader: Checking if ChaiML/pony-d1-q235b-pv1-lr5e6ep2r64g4-W4A16 already exists in ChaiML
chaiml-pony-d1-q235b-pv-97292-v1-uploader: Downloading snapshot of ChaiML/pony-d1-q235b-pv1-lr5e6ep2r64g4...
chaiml-pony-d1-q235b-pv-97292-v1-uploader: Downloaded in 168.225s
chaiml-pony-d1-q235b-pv-97292-v1-uploader: Applying quantization...
chaiml-pony-d1-q235b-pv-97292-v1-uploader: [33;1m2026-02-27 18:25:40 WARNING modeling_utils.py L4670: `torch_dtype` is deprecated! Use `dtype` instead![0m
chaiml-pony-d1-q235b-pv-97292-v1-uploader: [38;20m2026-02-27 18:25:53 INFO base.py L366: using torch.bfloat16 for quantization tuning[0m
chaiml-pony-d1-q235b-pv-97292-v1-uploader: [38;20m2026-02-27 18:25:58 INFO base.py L1145: start to compute imatrix[0m
chaiml-pony-d1-q235b-pv-97292-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-pony-d1-q235b-pv-97292-v1-uploader: return torch._C._get_cublas_allow_tf32()
chaiml-pony-d1-q235b-pv-97292-v1-uploader: W0227 18:27:01.208000 7 torch/_dynamo/convert_frame.py:1358] [6/8] torch._dynamo hit config.recompile_limit (8)
chaiml-pony-d1-q235b-pv-97292-v1-uploader: W0227 18:27:01.208000 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-pony-d1-q235b-pv-97292-v1-uploader: W0227 18:27:01.208000 7 torch/_dynamo/convert_frame.py:1358] [6/8] last reason: 6/7: self._modules['up_proj'].imatrix_cnt == 1356 # 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-pony-d1-q235b-pv-97292-v1-uploader: W0227 18:27:01.208000 7 torch/_dynamo/convert_frame.py:1358] [6/8] To log all recompilation reasons, use TORCH_LOGS="recompiles".
chaiml-pony-d1-q235b-pv-97292-v1-uploader: W0227 18:27:01.208000 7 torch/_dynamo/convert_frame.py:1358] [6/8] To diagnose recompilation issues, see https://pytorch.org/docs/main/torch.compiler_troubleshooting.html
chaiml-pony-d1-q235b-pv-97292-v1-uploader: W0227 18:27:04.259000 7 torch/_dynamo/convert_frame.py:1358] [3/8] torch._dynamo hit config.recompile_limit (8)
chaiml-pony-d1-q235b-pv-97292-v1-uploader: W0227 18:27:04.259000 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-pony-d1-q235b-pv-97292-v1-uploader: W0227 18:27:04.259000 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-pony-d1-q235b-pv-97292-v1-uploader: W0227 18:27:04.259000 7 torch/_dynamo/convert_frame.py:1358] [3/8] To log all recompilation reasons, use TORCH_LOGS="recompiles".
chaiml-pony-d1-q235b-pv-97292-v1-uploader: W0227 18:27:04.259000 7 torch/_dynamo/convert_frame.py:1358] [3/8] To diagnose recompilation issues, see https://pytorch.org/docs/main/torch.compiler_troubleshooting.html
chaiml-pony-d1-q235b-pv-97292-v1-uploader: [33;1m2026-02-27 18:27:22 WARNING gguf.py L297: please use more data via setting `nsamples` to improve accuracy as calibration activations contain 0[0m
Retrying (%r) after connection broken by '%r': %s
chaiml-pony-d1-q235b-pv-97292-v1-uploader: Checking if ChaiML/pony-d1-q235b-pv1-lr5e6ep2r64g4-W4A16 already exists in ChaiML
chaiml-pony-d1-q235b-pv-97292-v1-uploader: Creating repo ChaiML/pony-d1-q235b-pv1-lr5e6ep2r64g4-W4A16 and uploading /dev/shm/model_output to it
chaiml-pony-d1-q235b-pv-97292-v1-uploader: ---------- 2026-02-27 19:41:14 (0:00:00) ----------
chaiml-pony-d1-q235b-pv-97292-v1-uploader: Files: hashed 11/38 (26.1M/131.9G) | pre-uploaded: 0/1 (0.0/131.9G) (+27 unsure) | committed: 0/38 (0.0/131.9G) | ignored: 0
chaiml-pony-d1-q235b-pv-97292-v1-uploader: Workers: hashing: 27 | get upload mode: 0 | pre-uploading: 1 | committing: 0 | waiting: 98
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chaiml-pony-d1-q235b-pv-97292-v1-uploader: ---------- 2026-02-27 19:43:14 (0:02:00) ----------
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chaiml-pony-d1-q235b-pv-97292-v1-uploader: Workers: hashing: 0 | get upload mode: 0 | pre-uploading: 18 | committing: 0 | waiting: 108
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chaiml-pony-d1-q235b-pv-97292-v1-uploader: ---------- 2026-02-27 19:44:14 (0:03:00) ----------
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chaiml-pony-d1-q235b-pv-97292-v1-uploader: Workers: hashing: 0 | get upload mode: 0 | pre-uploading: 10 | committing: 0 | waiting: 116
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chaiml-pony-d1-q235b-pv-97292-v1-uploader: ---------- 2026-02-27 19:45:14 (0:04:00) ----------
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chaiml-pony-d1-q235b-pv-97292-v1-uploader: Workers: hashing: 0 | get upload mode: 0 | pre-uploading: 2 | committing: 0 | waiting: 124
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chaiml-pony-d1-q235b-pv-97292-v1-uploader: ---------- 2026-02-27 19:46:14 (0:05:00) ----------
chaiml-pony-d1-q235b-pv-97292-v1-uploader: Files: hashed 38/38 (131.9G/131.9G) | pre-uploaded: 28/28 (131.9G/131.9G) | committed: 0/38 (0.0/131.9G) | ignored: 0
chaiml-pony-d1-q235b-pv-97292-v1-uploader: Workers: hashing: 0 | get upload mode: 0 | pre-uploading: 0 | committing: 1 | waiting: 125
chaiml-pony-d1-q235b-pv-97292-v1-uploader: ---------------------------------------------------
chaiml-pony-d1-q235b-pv-97292-v1-uploader: Processed model ChaiML/pony-d1-q235b-pv1-lr5e6ep2r64g4 in 5026.900s
chaiml-pony-d1-q235b-pv-97292-v1-uploader: creating bucket guanaco-vllm-models
chaiml-pony-d1-q235b-pv-97292-v1-uploader: /usr/lib/python3/dist-packages/S3/BaseUtils.py:56: SyntaxWarning: invalid escape sequence '\.'
chaiml-pony-d1-q235b-pv-97292-v1-uploader: RE_S3_DATESTRING = re.compile('\.[0-9]*(?:[Z\\-\\+]*?)')
chaiml-pony-d1-q235b-pv-97292-v1-uploader: /usr/lib/python3/dist-packages/S3/BaseUtils.py:57: SyntaxWarning: invalid escape sequence '\s'
chaiml-pony-d1-q235b-pv-97292-v1-uploader: RE_XML_NAMESPACE = re.compile(b'^(<?[^>]+?>\s*|\s*)(<\w+) xmlns=[\'"](https?://[^\'"]+)[\'"]', re.MULTILINE)
chaiml-pony-d1-q235b-pv-97292-v1-uploader: /usr/lib/python3/dist-packages/S3/Utils.py:240: SyntaxWarning: invalid escape sequence '\.'
chaiml-pony-d1-q235b-pv-97292-v1-uploader: invalid = re.search("([^a-z0-9\.-])", bucket, re.UNICODE)
chaiml-pony-d1-q235b-pv-97292-v1-uploader: /usr/lib/python3/dist-packages/S3/Utils.py:244: SyntaxWarning: invalid escape sequence '\.'
chaiml-pony-d1-q235b-pv-97292-v1-uploader: invalid = re.search("([^A-Za-z0-9\._-])", bucket, re.UNICODE)
chaiml-pony-d1-q235b-pv-97292-v1-uploader: /usr/lib/python3/dist-packages/S3/Utils.py:255: SyntaxWarning: invalid escape sequence '\.'
chaiml-pony-d1-q235b-pv-97292-v1-uploader: if re.search("-\.", bucket, re.UNICODE):
chaiml-pony-d1-q235b-pv-97292-v1-uploader: /usr/lib/python3/dist-packages/S3/Utils.py:257: SyntaxWarning: invalid escape sequence '\.'
chaiml-pony-d1-q235b-pv-97292-v1-uploader: if re.search("\.\.", bucket, re.UNICODE):
chaiml-pony-d1-q235b-pv-97292-v1-uploader: /usr/lib/python3/dist-packages/S3/S3Uri.py:155: SyntaxWarning: invalid escape sequence '\w'
chaiml-pony-d1-q235b-pv-97292-v1-uploader: _re = re.compile("^(\w+://)?(.*)", re.UNICODE)
chaiml-pony-d1-q235b-pv-97292-v1-uploader: /usr/lib/python3/dist-packages/S3/FileLists.py:480: SyntaxWarning: invalid escape sequence '\*'
chaiml-pony-d1-q235b-pv-97292-v1-uploader: wildcard_split_result = re.split("\*|\?", uri_str, maxsplit=1)
chaiml-pony-d1-q235b-pv-97292-v1-uploader: Bucket 's3://guanaco-vllm-models/' created
chaiml-pony-d1-q235b-pv-97292-v1-uploader: uploading /dev/shm/model_output to s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/added_tokens.json s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/added_tokens.json
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/quantization_config.json s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/quantization_config.json
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/tokenizer_config.json s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/tokenizer_config.json
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/generation_config.json s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/generation_config.json
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/merges.txt s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/merges.txt
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/model-00027-of-00027.safetensors s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/model-00027-of-00027.safetensors
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/model-00019-of-00027.safetensors s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/model-00019-of-00027.safetensors
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/model-00001-of-00027.safetensors s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/model-00001-of-00027.safetensors
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/model-00006-of-00027.safetensors s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/model-00006-of-00027.safetensors
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/model-00003-of-00027.safetensors s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/model-00003-of-00027.safetensors
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/model-00007-of-00027.safetensors s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/model-00007-of-00027.safetensors
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/model-00008-of-00027.safetensors s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/model-00008-of-00027.safetensors
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/model-00014-of-00027.safetensors s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/model-00014-of-00027.safetensors
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/model-00013-of-00027.safetensors s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/model-00013-of-00027.safetensors
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/model-00024-of-00027.safetensors s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/model-00024-of-00027.safetensors
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/model-00023-of-00027.safetensors s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/model-00023-of-00027.safetensors
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/model-00005-of-00027.safetensors s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/model-00005-of-00027.safetensors
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/model-00018-of-00027.safetensors s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/model-00018-of-00027.safetensors
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/model-00002-of-00027.safetensors s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/model-00002-of-00027.safetensors
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/model-00016-of-00027.safetensors s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/model-00016-of-00027.safetensors
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/model-00010-of-00027.safetensors s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/model-00010-of-00027.safetensors
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/model-00004-of-00027.safetensors s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/model-00004-of-00027.safetensors
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/model-00025-of-00027.safetensors s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/model-00025-of-00027.safetensors
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/model-00026-of-00027.safetensors s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/model-00026-of-00027.safetensors
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/model-00011-of-00027.safetensors s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/model-00011-of-00027.safetensors
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/model-00020-of-00027.safetensors s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/model-00020-of-00027.safetensors
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/model-00022-of-00027.safetensors s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/model-00022-of-00027.safetensors
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/model-00012-of-00027.safetensors s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/model-00012-of-00027.safetensors
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/model-00021-of-00027.safetensors s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/model-00021-of-00027.safetensors
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/model-00009-of-00027.safetensors s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/model-00009-of-00027.safetensors
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/model-00015-of-00027.safetensors s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/model-00015-of-00027.safetensors
chaiml-pony-d1-q235b-pv-97292-v1-uploader: cp /dev/shm/model_output/model-00017-of-00027.safetensors s3://guanaco-vllm-models/chaiml-pony-d1-q235b-pv-97292-v1/default/model-00017-of-00027.safetensors
Job chaiml-pony-d1-q235b-pv-97292-v1-uploader completed after 5126.49s with status: succeeded
Stopping job with name chaiml-pony-d1-q235b-pv-97292-v1-uploader
Pipeline stage VLLMUploader completed in 5126.91s
run pipeline stage %s
Running pipeline stage VLLMTemplater
Pipeline stage VLLMTemplater completed in 0.55s
run pipeline stage %s
Running pipeline stage VLLMDeployer
Creating inference service chaiml-pony-d1-q235b-pv-97292-v1
Waiting for inference service chaiml-pony-d1-q235b-pv-97292-v1 to be ready
Inference service chaiml-pony-d1-q235b-pv-97292-v1 ready after 440.582551240921s
Pipeline stage VLLMDeployer completed in 441.17s
run pipeline stage %s
Running pipeline stage StressChecker
Received healthy response to inference request in 1.9884529113769531s
Received healthy response to inference request in 1.9789092540740967s
Received healthy response to inference request in 1.8700246810913086s
Received healthy response to inference request in 1.9023699760437012s
Received healthy response to inference request in 1.9882445335388184s
Received healthy response to inference request in 1.9348225593566895s
Received healthy response to inference request in 1.9328827857971191s
Received healthy response to inference request in 1.9913976192474365s
Received healthy response to inference request in 1.9561638832092285s
Received healthy response to inference request in 2.2069199085235596s
Received healthy response to inference request in 1.8613123893737793s
Received healthy response to inference request in 2.046354055404663s
Received healthy response to inference request in 2.178209066390991s
Received healthy response to inference request in 1.8631901741027832s
Received healthy response to inference request in 1.8350636959075928s
Received healthy response to inference request in 1.9934048652648926s
Received healthy response to inference request in 2.094134569168091s
Received healthy response to inference request in 1.8460736274719238s
Received healthy response to inference request in 1.8748195171356201s
Received healthy response to inference request in 1.8700933456420898s
Received healthy response to inference request in 1.9299533367156982s
Received healthy response to inference request in 2.1918675899505615s
Received healthy response to inference request in 1.9098536968231201s
Received healthy response to inference request in 1.9388105869293213s
Received healthy response to inference request in 2.1151247024536133s
Received healthy response to inference request in 1.8668813705444336s
Received healthy response to inference request in 1.9659595489501953s
Received healthy response to inference request in 1.9743573665618896s
Received healthy response to inference request in 2.036968231201172s
Received healthy response to inference request in 2.1093759536743164s
30 requests
0 failed requests
5th percentile: 1.8529310703277588
10th percentile: 1.863002395629883
20th percentile: 1.8700796127319337
30th percentile: 1.9076085805892944
40th percentile: 1.9340466499328612
50th percentile: 1.961061716079712
60th percentile: 1.9826433658599854
70th percentile: 1.9919997930526734
80th percentile: 2.055910158157349
90th percentile: 2.121433138847351
95th percentile: 2.185721254348755
99th percentile: 2.2025547361373903
mean time: 1.9750665267308554
Pipeline stage StressChecker completed in 63.53s
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 0.67s
Shutdown handler de-registered
chaiml-pony-d1-q235b-pv_97292_v1 status is now deployed due to DeploymentManager action
chaiml-pony-d1-q235b-pv_97292_v1 status is now inactive due to auto deactivation removed underperforming models
chaiml-pony-d1-q235b-pv_97292_v1 status is now torndown due to DeploymentManager action