developer_uid: chai_backend_admin
submission_id: chaiml-transfer-student_61902_v1
model_name: chaiml-transfer-student_61902_v1
model_group: ChaiML/Transfer-student-
status: inactive
timestamp: 2026-03-23T19:16:47+00:00
num_battles: 12333
num_wins: 5820
celo_rating: 8490.47
family_friendly_score: 0.0
family_friendly_standard_error: 0.0
submission_type: basic
model_repo: ChaiML/Transfer-student-rpg_Jane-Not-Importan260323173830_sft
model_architecture: MistralForCausalLM
model_num_parameters: 24096691200.0
best_of: 8
max_input_tokens: 1024
max_output_tokens: 64
reward_model: default
display_name: chaiml-transfer-student_61902_v1
is_internal_developer: True
language_model: ChaiML/Transfer-student-rpg_Jane-Not-Importan260323173830_sft
model_size: 24B
ranking_group: single
us_pacific_date: 2026-03-23
win_ratio: 0.47190464607151544
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': ['</s>', '####\n', '####', 'You:', '\n'], 'max_input_tokens': 1024, 'best_of': 8, 'max_output_tokens': 64}
formatter: {'memory_template': '', 'prompt_template': '', 'bot_template': '{bot_name}: {message}</s>\n', 'user_template': 'You: {message}\n', 'response_template': '{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-transfer-student-61902-v1-uploader
Waiting for job on chaiml-transfer-student-61902-v1-uploader to finish
chaiml-transfer-student-61902-v1-uploader: Using quantization_mode: fp8
chaiml-transfer-student-61902-v1-uploader: Checking if ChaiML/Transfer-student-rpg_Jane-Not-Importan260323173830_sft-FP8 already exists in ChaiML
chaiml-transfer-student-61902-v1-uploader: Downloading snapshot of ChaiML/Transfer-student-rpg_Jane-Not-Importan260323173830_sft...
chaiml-transfer-student-61902-v1-uploader: Downloaded in 147.401s
chaiml-transfer-student-61902-v1-uploader: Loading /tmp/model_input...
chaiml-transfer-student-61902-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-transfer-student-61902-v1-uploader: `torch_dtype` is deprecated! Use `dtype` instead!
chaiml-transfer-student-61902-v1-uploader: Some parameters are on the meta device because they were offloaded to the cpu.
chaiml-transfer-student-61902-v1-uploader: Applying quantization...
chaiml-transfer-student-61902-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-transfer-student-61902-v1-uploader: 2026-03-23T10:54:24.494478-0700 | reset | INFO - Compression lifecycle reset
chaiml-transfer-student-61902-v1-uploader: 2026-03-23T10:54:24.495394-0700 | from_modifiers | INFO - Creating recipe from modifiers
chaiml-transfer-student-61902-v1-uploader: 2026-03-23T10:54:24.566047-0700 | initialize | INFO - Compression lifecycle initialized for 1 modifiers
chaiml-transfer-student-61902-v1-uploader: 2026-03-23T10:54:24.566315-0700 | IndependentPipeline | INFO - Inferred `DataFreePipeline` for `QuantizationModifier`
chaiml-transfer-student-61902-v1-uploader: Some parameters are on the meta device because they were offloaded to the cpu.
chaiml-transfer-student-61902-v1-uploader: 2026-03-23T10:54:54.151550-0700 | finalize | INFO - Compression lifecycle finalized for 1 modifiers
chaiml-transfer-student-61902-v1-uploader: 2026-03-23T10:54:56.253824-0700 | post_process | WARNING - Optimized model is not saved. To save, please provide`output_dir` as input arg.Ex. `oneshot(..., output_dir=...)`
chaiml-transfer-student-61902-v1-uploader: Saving to /dev/shm/model_output...
chaiml-transfer-student-61902-v1-uploader: 2026-03-23T10:54:56.280375-0700 | get_model_compressor | INFO - skip_sparsity_compression_stats set to True. Skipping sparsity compression statistic calculations. No sparsity compressor will be applied.
chaiml-transfer-student-61902-v1-uploader: Cleaning quantization config in /dev/shm/model_output
chaiml-transfer-student-61902-v1-uploader: Pushing to ChaiML/Transfer-student-rpg_Jane-Not-Importan260323173830_sft-FP8
chaiml-transfer-student-61902-v1-uploader: Checking if ChaiML/Transfer-student-rpg_Jane-Not-Importan260323173830_sft-FP8 already exists in ChaiML
chaiml-transfer-student-61902-v1-uploader: Creating repo ChaiML/Transfer-student-rpg_Jane-Not-Importan260323173830_sft-FP8 and uploading /dev/shm/model_output to it
chaiml-transfer-student-61902-v1-uploader: ---------- 2026-03-23 10:55:45 (0:00:00) ----------
chaiml-transfer-student-61902-v1-uploader: Files: hashed 4/13 (274.2K/24.9G) | pre-uploaded: 0/0 (0.0/24.9G) (+13 unsure) | committed: 0/13 (0.0/24.9G) | ignored: 0
chaiml-transfer-student-61902-v1-uploader: Workers: hashing: 12 | get upload mode: 1 | pre-uploading: 0 | committing: 0 | waiting: 113
chaiml-transfer-student-61902-v1-uploader: ---------------------------------------------------
chaiml-transfer-student-61902-v1-uploader:       
chaiml-transfer-student-61902-v1-uploader: ---------- 2026-03-23 10:56:45 (0:01:00) ----------
chaiml-transfer-student-61902-v1-uploader: Files: hashed 13/13 (24.9G/24.9G) | pre-uploaded: 7/7 (24.9G/24.9G) | committed: 0/13 (0.0/24.9G) | ignored: 0
chaiml-transfer-student-61902-v1-uploader: Workers: hashing: 0 | get upload mode: 0 | pre-uploading: 0 | committing: 1 | waiting: 125
chaiml-transfer-student-61902-v1-uploader: ---------------------------------------------------
chaiml-transfer-student-61902-v1-uploader: Processed model ChaiML/Transfer-student-rpg_Jane-Not-Importan260323173830_sft in 318.525s
chaiml-transfer-student-61902-v1-uploader: creating bucket guanaco-vllm-models
chaiml-transfer-student-61902-v1-uploader: /usr/lib/python3/dist-packages/S3/BaseUtils.py:56: SyntaxWarning: invalid escape sequence '\.'
chaiml-transfer-student-61902-v1-uploader: RE_S3_DATESTRING = re.compile('\.[0-9]*(?:[Z\\-\\+]*?)')
chaiml-transfer-student-61902-v1-uploader: /usr/lib/python3/dist-packages/S3/BaseUtils.py:57: SyntaxWarning: invalid escape sequence '\s'
chaiml-transfer-student-61902-v1-uploader: RE_XML_NAMESPACE = re.compile(b'^(<?[^>]+?>\s*|\s*)(<\w+) xmlns=[\'"](https?://[^\'"]+)[\'"]', re.MULTILINE)
chaiml-transfer-student-61902-v1-uploader: /usr/lib/python3/dist-packages/S3/Utils.py:240: SyntaxWarning: invalid escape sequence '\.'
chaiml-transfer-student-61902-v1-uploader: invalid = re.search("([^a-z0-9\.-])", bucket, re.UNICODE)
chaiml-transfer-student-61902-v1-uploader: /usr/lib/python3/dist-packages/S3/Utils.py:244: SyntaxWarning: invalid escape sequence '\.'
chaiml-transfer-student-61902-v1-uploader: invalid = re.search("([^A-Za-z0-9\._-])", bucket, re.UNICODE)
chaiml-transfer-student-61902-v1-uploader: /usr/lib/python3/dist-packages/S3/Utils.py:255: SyntaxWarning: invalid escape sequence '\.'
chaiml-transfer-student-61902-v1-uploader: if re.search("-\.", bucket, re.UNICODE):
chaiml-transfer-student-61902-v1-uploader: /usr/lib/python3/dist-packages/S3/Utils.py:257: SyntaxWarning: invalid escape sequence '\.'
chaiml-transfer-student-61902-v1-uploader: if re.search("\.\.", bucket, re.UNICODE):
chaiml-transfer-student-61902-v1-uploader: /usr/lib/python3/dist-packages/S3/S3Uri.py:155: SyntaxWarning: invalid escape sequence '\w'
chaiml-transfer-student-61902-v1-uploader: _re = re.compile("^(\w+://)?(.*)", re.UNICODE)
chaiml-transfer-student-61902-v1-uploader: /usr/lib/python3/dist-packages/S3/FileLists.py:480: SyntaxWarning: invalid escape sequence '\*'
chaiml-transfer-student-61902-v1-uploader: wildcard_split_result = re.split("\*|\?", uri_str, maxsplit=1)
chaiml-transfer-student-61902-v1-uploader: Bucket 's3://guanaco-vllm-models/' created
chaiml-transfer-student-61902-v1-uploader: uploading /dev/shm/model_output to s3://guanaco-vllm-models/chaiml-transfer-student-61902-v1/default
chaiml-transfer-student-61902-v1-uploader: cp /dev/shm/model_output/generation_config.json s3://guanaco-vllm-models/chaiml-transfer-student-61902-v1/default/generation_config.json
chaiml-transfer-student-61902-v1-uploader: cp /dev/shm/model_output/model.safetensors.index.json s3://guanaco-vllm-models/chaiml-transfer-student-61902-v1/default/model.safetensors.index.json
chaiml-transfer-student-61902-v1-uploader: cp /dev/shm/model_output/recipe.yaml s3://guanaco-vllm-models/chaiml-transfer-student-61902-v1/default/recipe.yaml
chaiml-transfer-student-61902-v1-uploader: cp /dev/shm/model_output/config.json s3://guanaco-vllm-models/chaiml-transfer-student-61902-v1/default/config.json
chaiml-transfer-student-61902-v1-uploader: cp /dev/shm/model_output/special_tokens_map.json s3://guanaco-vllm-models/chaiml-transfer-student-61902-v1/default/special_tokens_map.json
chaiml-transfer-student-61902-v1-uploader: cp /dev/shm/model_output/tokenizer_config.json s3://guanaco-vllm-models/chaiml-transfer-student-61902-v1/default/tokenizer_config.json
chaiml-transfer-student-61902-v1-uploader: cp /dev/shm/model_output/tokenizer.json s3://guanaco-vllm-models/chaiml-transfer-student-61902-v1/default/tokenizer.json
chaiml-transfer-student-61902-v1-uploader: cp /dev/shm/model_output/model-00006-of-00006.safetensors s3://guanaco-vllm-models/chaiml-transfer-student-61902-v1/default/model-00006-of-00006.safetensors
chaiml-transfer-student-61902-v1-uploader: cp /dev/shm/model_output/model-00005-of-00006.safetensors s3://guanaco-vllm-models/chaiml-transfer-student-61902-v1/default/model-00005-of-00006.safetensors
Job chaiml-transfer-student-61902-v1-uploader completed after 350.67s with status: succeeded
Stopping job with name chaiml-transfer-student-61902-v1-uploader
Pipeline stage VLLMUploader completed in 351.67s
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Running pipeline stage VLLMDeployer
Creating inference service chaiml-transfer-student-61902-v1
Waiting for inference service chaiml-transfer-student-61902-v1 to be ready
Inference service chaiml-transfer-student-61902-v1 ready after 161.80955290794373s
Pipeline stage VLLMDeployer completed in 162.44s
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Running pipeline stage StressChecker
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Received healthy response to inference request in 2.768360137939453s
30 requests
0 failed requests
5th percentile: 2.7050625324249267
10th percentile: 2.7260828018188477
20th percentile: 2.780941200256348
30th percentile: 2.8781835317611693
40th percentile: 2.9524945259094237
50th percentile: 3.030452251434326
60th percentile: 3.0654569625854493
70th percentile: 3.175909185409546
80th percentile: 3.301249933242798
90th percentile: 3.380946636199951
95th percentile: 3.4796359300613404
99th percentile: 3.6017327785491946
mean time: 3.043378218015035
Pipeline stage StressChecker completed in 98.38s
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Running pipeline stage OfflineFamilyFriendlyTriggerPipeline
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Pipeline stage OfflineFamilyFriendlyTriggerPipeline completed in 0.84s
Shutdown handler de-registered
chaiml-transfer-student_61902_v1 status is now deployed due to DeploymentManager action
chaiml-transfer-student_61902_v1 status is now inactive due to auto deactivation removed underperforming models