Narkantak commited on
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Narkantak/phi3-Intent-entity-Classifier-Ashu

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README.md ADDED
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+ ---
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+ license: mit
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+ library_name: peft
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+ tags:
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+ - generated_from_trainer
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+ base_model: microsoft/Phi-3-mini-128k-instruct
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+ model-index:
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+ - name: working
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+ results: []
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+ # working
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+
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+ This model is a fine-tuned version of [microsoft/Phi-3-mini-128k-instruct](https://huggingface.co/microsoft/Phi-3-mini-128k-instruct) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.5929
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 0.0002
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+ - train_batch_size: 6
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+ - eval_batch_size: 6
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+ - seed: 42
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+ - gradient_accumulation_steps: 4
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+ - total_train_batch_size: 24
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+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - lr_scheduler_type: linear
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+ - lr_scheduler_warmup_steps: 2
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+ - num_epochs: 30
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+ - mixed_precision_training: Native AMP
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss |
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+ |:-------------:|:-----:|:----:|:---------------:|
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+ | 3.5322 | 0.86 | 3 | 2.4221 |
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+ | 1.7321 | 2.0 | 7 | 1.6896 |
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+ | 1.8073 | 2.86 | 10 | 1.3296 |
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+ | 0.9839 | 4.0 | 14 | 0.8705 |
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+ | 0.8891 | 4.86 | 17 | 0.6266 |
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+ | 0.4628 | 6.0 | 21 | 0.4525 |
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+ | 0.498 | 6.86 | 24 | 0.4093 |
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+ | 0.3318 | 8.0 | 28 | 0.3812 |
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+ | 0.396 | 8.86 | 31 | 0.3742 |
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+ | 0.2809 | 10.0 | 35 | 0.3603 |
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+ | 0.3487 | 10.86 | 38 | 0.3563 |
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+ | 0.2479 | 12.0 | 42 | 0.3621 |
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+ | 0.3085 | 12.86 | 45 | 0.3734 |
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+ | 0.2225 | 14.0 | 49 | 0.3733 |
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+ | 0.2716 | 14.86 | 52 | 0.3888 |
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+ | 0.1899 | 16.0 | 56 | 0.4287 |
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+ | 0.2319 | 16.86 | 59 | 0.4375 |
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+ | 0.1594 | 18.0 | 63 | 0.4491 |
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+ | 0.1928 | 18.86 | 66 | 0.4811 |
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+ | 0.1307 | 20.0 | 70 | 0.5047 |
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+ | 0.1577 | 20.86 | 73 | 0.5184 |
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+ | 0.1077 | 22.0 | 77 | 0.5539 |
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+ | 0.1333 | 22.86 | 80 | 0.5708 |
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+ | 0.0922 | 24.0 | 84 | 0.5795 |
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+ | 0.1167 | 24.86 | 87 | 0.5875 |
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+ | 0.0818 | 25.71 | 90 | 0.5929 |
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+
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+
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+ ### Framework versions
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+
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+ - PEFT 0.10.0
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+ - Transformers 4.39.3
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+ - Pytorch 2.1.2
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+ - Datasets 2.18.0
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+ - Tokenizers 0.15.2
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@@ -0,0 +1,868 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ 2024-04-30 12:03:38,253 INFO WriterThread:139 [datastore.py:open_for_write():87] open: /kaggle/working/wandb/run-20240430_120337-od3lqfzi/run-od3lqfzi.wandb
4
+ 2024-04-30 12:03:38,254 DEBUG SenderThread:139 [sender.py:send():379] send: header
5
+ 2024-04-30 12:03:38,257 DEBUG SenderThread:139 [sender.py:send():379] send: run
6
+ 2024-04-30 12:03:38,464 INFO SenderThread:139 [dir_watcher.py:__init__():211] watching files in: /kaggle/working/wandb/run-20240430_120337-od3lqfzi/files
7
+ 2024-04-30 12:03:38,465 INFO SenderThread:139 [sender.py:_start_run_threads():1124] run started: od3lqfzi with start time 1714478617.861226
8
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9
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11
+ 2024-04-30 12:03:38,573 DEBUG HandlerThread:139 [system_info.py:__init__():26] System info init
12
+ 2024-04-30 12:03:38,573 DEBUG HandlerThread:139 [system_info.py:__init__():41] System info init done
13
+ 2024-04-30 12:03:38,573 INFO HandlerThread:139 [system_monitor.py:start():194] Starting system monitor
14
+ 2024-04-30 12:03:38,573 INFO SystemMonitor:139 [system_monitor.py:_start():158] Starting system asset monitoring threads
15
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16
+ 2024-04-30 12:03:38,574 INFO HandlerThread:139 [system_monitor.py:probe():214] Collecting system info
17
+ 2024-04-30 12:03:38,575 INFO SystemMonitor:139 [interfaces.py:start():190] Started disk monitoring
18
+ 2024-04-30 12:03:38,576 INFO SystemMonitor:139 [interfaces.py:start():190] Started gpu monitoring
19
+ 2024-04-30 12:03:38,577 INFO SystemMonitor:139 [interfaces.py:start():190] Started memory monitoring
20
+ 2024-04-30 12:03:38,578 INFO SystemMonitor:139 [interfaces.py:start():190] Started network monitoring
21
+ 2024-04-30 12:03:38,593 DEBUG HandlerThread:139 [system_info.py:probe():150] Probing system
22
+ 2024-04-30 12:03:38,595 DEBUG HandlerThread:139 [gitlib.py:_init_repo():56] git repository is invalid
23
+ 2024-04-30 12:03:38,595 DEBUG HandlerThread:139 [system_info.py:probe():198] Probing system done
24
+ 2024-04-30 12:03:38,595 DEBUG HandlerThread:139 [system_monitor.py:probe():223] {'os': 'Linux-5.15.133+-x86_64-with-glibc2.31', 'python': '3.10.13', 'heartbeatAt': '2024-04-30T12:03:38.593415', 'startedAt': '2024-04-30T12:03:37.854192', 'docker': None, 'cuda': None, 'args': (), 'state': 'running', 'program': 'kaggle.ipynb', 'codePathLocal': None, 'root': '/kaggle/working', 'host': '2f7b60d19abc', 'username': 'root', 'executable': '/opt/conda/bin/python3.10', 'cpu_count': 2, 'cpu_count_logical': 4, 'cpu_freq': {'current': 2000.194, 'min': 0.0, 'max': 0.0}, 'cpu_freq_per_core': [{'current': 2000.194, 'min': 0.0, 'max': 0.0}, {'current': 2000.194, 'min': 0.0, 'max': 0.0}, {'current': 2000.194, 'min': 0.0, 'max': 0.0}, {'current': 2000.194, 'min': 0.0, 'max': 0.0}], 'disk': {'/': {'total': 8062.387607574463, 'used': 5605.298015594482}}, 'gpu': 'Tesla T4', 'gpu_count': 2, 'gpu_devices': [{'name': 'Tesla T4', 'memory_total': 16106127360}, {'name': 'Tesla T4', 'memory_total': 16106127360}], 'memory': {'total': 31.357559204101562}}
25
+ 2024-04-30 12:03:38,595 INFO HandlerThread:139 [system_monitor.py:probe():224] Finished collecting system info
26
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27
+ 2024-04-30 12:03:38,595 DEBUG HandlerThread:139 [system_info.py:_save_conda():207] Saving list of conda packages installed into the current environment
28
+ 2024-04-30 12:03:39,466 INFO Thread-12 :139 [dir_watcher.py:_on_file_created():271] file/dir created: /kaggle/working/wandb/run-20240430_120337-od3lqfzi/files/conda-environment.yaml
29
+ 2024-04-30 12:03:53,609 ERROR HandlerThread:139 [system_info.py:_save_conda():221] Error saving conda packages: Command '['conda', 'env', 'export']' timed out after 15 seconds
30
+ Traceback (most recent call last):
31
+ File "/opt/conda/lib/python3.10/site-packages/wandb/sdk/internal/system/system_info.py", line 214, in _save_conda
32
+ subprocess.call(
33
+ File "/opt/conda/lib/python3.10/subprocess.py", line 347, in call
34
+ return p.wait(timeout=timeout)
35
+ File "/opt/conda/lib/python3.10/subprocess.py", line 1209, in wait
36
+ return self._wait(timeout=timeout)
37
+ File "/opt/conda/lib/python3.10/subprocess.py", line 1951, in _wait
38
+ raise TimeoutExpired(self.args, timeout)
39
+ subprocess.TimeoutExpired: Command '['conda', 'env', 'export']' timed out after 15 seconds
40
+ 2024-04-30 12:03:53,611 DEBUG HandlerThread:139 [system_info.py:_save_conda():222] Saving conda packages done
41
+ 2024-04-30 12:03:53,612 INFO HandlerThread:139 [system_monitor.py:probe():229] Finished publishing system info
42
+ 2024-04-30 12:03:53,619 DEBUG HandlerThread:139 [handler.py:handle_request():146] handle_request: status_report
43
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44
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45
+ 2024-04-30 12:03:53,620 DEBUG HandlerThread:139 [handler.py:handle_request():146] handle_request: keepalive
46
+ 2024-04-30 12:03:53,620 DEBUG HandlerThread:139 [handler.py:handle_request():146] handle_request: status_report
47
+ 2024-04-30 12:03:53,620 DEBUG HandlerThread:139 [handler.py:handle_request():146] handle_request: keepalive
48
+ 2024-04-30 12:03:53,621 DEBUG SenderThread:139 [sender.py:send():379] send: files
49
+ 2024-04-30 12:03:53,621 INFO SenderThread:139 [sender.py:_save_file():1390] saving file wandb-metadata.json with policy now
50
+ 2024-04-30 12:03:53,866 INFO wandb-upload_0:139 [upload_job.py:push():131] Uploaded file /tmp/tmpblqkyruvwandb/bhay6br5-wandb-metadata.json
51
+ 2024-04-30 12:03:54,469 INFO Thread-12 :139 [dir_watcher.py:_on_file_created():271] file/dir created: /kaggle/working/wandb/run-20240430_120337-od3lqfzi/files/wandb-metadata.json
52
+ 2024-04-30 12:03:54,573 DEBUG HandlerThread:139 [handler.py:handle_request():146] handle_request: python_packages
53
+ 2024-04-30 12:03:54,573 DEBUG SenderThread:139 [sender.py:send_request():406] send_request: python_packages
54
+ 2024-04-30 12:03:54,576 DEBUG SenderThread:139 [sender.py:send():379] send: telemetry
55
+ 2024-04-30 12:03:54,586 DEBUG SenderThread:139 [sender.py:send():379] send: config
56
+ 2024-04-30 12:03:54,588 DEBUG SenderThread:139 [sender.py:send():379] send: metric
57
+ 2024-04-30 12:03:54,589 DEBUG HandlerThread:139 [handler.py:handle_request():146] handle_request: internal_messages
58
+ 2024-04-30 12:03:54,589 DEBUG HandlerThread:139 [handler.py:handle_request():146] handle_request: stop_status
59
+ 2024-04-30 12:03:54,590 DEBUG SenderThread:139 [sender.py:send():379] send: telemetry
60
+ 2024-04-30 12:03:54,590 DEBUG SenderThread:139 [sender.py:send():379] send: metric
61
+ 2024-04-30 12:03:54,590 WARNING SenderThread:139 [sender.py:send_metric():1341] Seen metric with glob (shouldn't happen)
62
+ 2024-04-30 12:03:54,590 DEBUG SenderThread:139 [sender.py:send():379] send: telemetry
63
+ 2024-04-30 12:03:54,591 DEBUG SenderThread:139 [sender.py:send_request():406] send_request: stop_status
64
+ 2024-04-30 12:03:55,470 INFO Thread-12 :139 [dir_watcher.py:_on_file_created():271] file/dir created: /kaggle/working/wandb/run-20240430_120337-od3lqfzi/files/requirements.txt
65
+ 2024-04-30 12:03:58,638 DEBUG HandlerThread:139 [handler.py:handle_request():146] handle_request: status_report
66
+ 2024-04-30 12:04:03,639 DEBUG HandlerThread:139 [handler.py:handle_request():146] handle_request: status_report
67
+ 2024-04-30 12:04:08,649 DEBUG HandlerThread:139 [handler.py:handle_request():146] handle_request: status_report
68
+ 2024-04-30 12:04:09,474 INFO Thread-12 :139 [dir_watcher.py:_on_file_modified():288] file/dir modified: /kaggle/working/wandb/run-20240430_120337-od3lqfzi/files/config.yaml
69
+ 2024-04-30 12:04:09,574 DEBUG HandlerThread:139 [handler.py:handle_request():146] handle_request: stop_status
70
+ 2024-04-30 12:04:09,574 DEBUG SenderThread:139 [sender.py:send_request():406] send_request: stop_status
71
+ 2024-04-30 12:04:09,615 DEBUG HandlerThread:139 [handler.py:handle_request():146] handle_request: internal_messages
72
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73
+ 2024-04-30 12:04:13,794 DEBUG SenderThread:139 [sender.py:send():379] send: metric
74
+ 2024-04-30 12:04:13,794 DEBUG SenderThread:139 [sender.py:send():379] send: metric
75
+ 2024-04-30 12:04:13,794 DEBUG SenderThread:139 [sender.py:send():379] send: metric
76
+ 2024-04-30 12:04:13,794 DEBUG SenderThread:139 [sender.py:send():379] send: metric
77
+ 2024-04-30 12:04:13,794 DEBUG SenderThread:139 [sender.py:send():379] send: history
78
+ 2024-04-30 12:04:13,794 DEBUG SenderThread:139 [sender.py:send_request():406] send_request: summary_record
79
+ 2024-04-30 12:04:13,795 DEBUG HandlerThread:139 [handler.py:handle_request():146] handle_request: status_report
80
+ 2024-04-30 12:04:13,797 INFO SenderThread:139 [sender.py:_save_file():1390] saving file wandb-summary.json with policy end
81
+ 2024-04-30 12:04:14,476 INFO Thread-12 :139 [dir_watcher.py:_on_file_created():271] file/dir created: /kaggle/working/wandb/run-20240430_120337-od3lqfzi/files/wandb-summary.json
82
+ 2024-04-30 12:04:15,433 DEBUG HandlerThread:139 [handler.py:handle_request():146] handle_request: partial_history
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+ 2024-04-30 12:04:15,436 DEBUG SenderThread:139 [sender.py:send():379] send: metric
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87
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+ 2024-04-30 12:04:15,437 INFO SenderThread:139 [sender.py:_save_file():1390] saving file wandb-summary.json with policy end
90
+ 2024-04-30 12:04:15,477 INFO Thread-12 :139 [dir_watcher.py:_on_file_modified():288] file/dir modified: /kaggle/working/wandb/run-20240430_120337-od3lqfzi/files/wandb-summary.json
91
+ 2024-04-30 12:04:19,438 DEBUG HandlerThread:139 [handler.py:handle_request():146] handle_request: status_report
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93
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95
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96
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97
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99
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+ 2024-04-30 12:04:34,189 INFO SenderThread:139 [sender.py:_save_file():1390] saving file wandb-summary.json with policy end
101
+ 2024-04-30 12:04:34,483 INFO Thread-12 :139 [dir_watcher.py:_on_file_modified():288] file/dir modified: /kaggle/working/wandb/run-20240430_120337-od3lqfzi/files/wandb-summary.json
102
+ 2024-04-30 12:04:35,190 DEBUG HandlerThread:139 [handler.py:handle_request():146] handle_request: status_report
103
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104
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+ 2024-04-30 12:04:35,863 INFO SenderThread:139 [sender.py:_save_file():1390] saving file wandb-summary.json with policy end
107
+ 2024-04-30 12:04:36,484 INFO Thread-12 :139 [dir_watcher.py:_on_file_modified():288] file/dir modified: /kaggle/working/wandb/run-20240430_120337-od3lqfzi/files/wandb-summary.json
108
+ 2024-04-30 12:04:38,579 DEBUG SystemMonitor:139 [system_monitor.py:_start():172] Starting system metrics aggregation loop
109
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110
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111
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112
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113
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114
+ 2024-04-30 12:04:41,486 INFO Thread-12 :139 [dir_watcher.py:_on_file_modified():288] file/dir modified: /kaggle/working/wandb/run-20240430_120337-od3lqfzi/files/config.yaml
115
+ 2024-04-30 12:04:45,801 DEBUG HandlerThread:139 [handler.py:handle_request():146] handle_request: status_report
116
+ 2024-04-30 12:04:50,802 DEBUG HandlerThread:139 [handler.py:handle_request():146] handle_request: status_report
117
+ 2024-04-30 12:04:54,574 DEBUG HandlerThread:139 [handler.py:handle_request():146] handle_request: stop_status
118
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119
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120
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121
+ 2024-04-30 12:04:55,091 DEBUG SenderThread:139 [sender.py:send():379] send: history
122
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123
+ 2024-04-30 12:04:55,092 INFO SenderThread:139 [sender.py:_save_file():1390] saving file wandb-summary.json with policy end
124
+ 2024-04-30 12:04:55,491 INFO Thread-12 :139 [dir_watcher.py:_on_file_modified():288] file/dir modified: /kaggle/working/wandb/run-20240430_120337-od3lqfzi/files/wandb-summary.json
125
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+ 2024-04-30 12:04:56,808 DEBUG SenderThread:139 [sender.py:send():379] send: history
128
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129
+ 2024-04-30 12:04:56,808 INFO SenderThread:139 [sender.py:_save_file():1390] saving file wandb-summary.json with policy end
130
+ 2024-04-30 12:04:57,492 INFO Thread-12 :139 [dir_watcher.py:_on_file_modified():288] file/dir modified: /kaggle/working/wandb/run-20240430_120337-od3lqfzi/files/wandb-summary.json
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134
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135
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136
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137
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138
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139
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140
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141
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142
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143
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144
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145
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146
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148
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149
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150
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151
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152
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153
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155
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156
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157
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158
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159
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160
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161
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163
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164
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168
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169
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170
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