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skumar1998 commited on
Commit
d6aeb41
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1 Parent(s): dd3ec66

Training in progress, step 39

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Files changed (15) hide show
  1. README.md +2 -2
  2. adapter_config.json +1 -1
  3. adapter_model.safetensors +2 -2
  4. chat_template.jinja +2 -2
  5. distribution.json +1 -1
  6. doctype_entity_distribution.json +25 -26
  7. entity_distribution.json +25 -26
  8. file.log +42 -42
  9. ground_truth_data.json +0 -0
  10. gt_json.json +143 -179
  11. removed_files.json +1 -3
  12. runs/Jul24_08-07-23_c7a801dea77e/events.out.tfevents.1784880443.c7a801dea77e.9676.0 +3 -0
  13. sorted_distribution.json +1 -1
  14. split_statistics.json +1 -1
  15. training_args.bin +1 -1
README.md CHANGED
@@ -1,5 +1,5 @@
1
  ---
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- base_model: Qwen/Qwen3.5-9b
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  library_name: transformers
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  model_name: result
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  tags:
@@ -12,7 +12,7 @@ licence: license
12
 
13
  # Model Card for result
14
 
15
- This model is a fine-tuned version of [Qwen/Qwen3.5-9b](https://huggingface.co/Qwen/Qwen3.5-9b).
16
  It has been trained using [TRL](https://github.com/huggingface/trl).
17
 
18
  ## Quick start
 
1
  ---
2
+ base_model: Qwen/Qwen3.6-27B
3
  library_name: transformers
4
  model_name: result
5
  tags:
 
12
 
13
  # Model Card for result
14
 
15
+ This model is a fine-tuned version of [Qwen/Qwen3.6-27B](https://huggingface.co/Qwen/Qwen3.6-27B).
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  It has been trained using [TRL](https://github.com/huggingface/trl).
17
 
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  ## Quick start
adapter_config.json CHANGED
@@ -7,7 +7,7 @@
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  "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5",
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  "unsloth_fixed": true
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  },
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- "base_model_name_or_path": "Qwen/Qwen3.5-9b",
11
  "bias": "none",
12
  "corda_config": null,
13
  "ensure_weight_tying": false,
 
7
  "parent_library": "transformers.models.qwen3_5.modeling_qwen3_5",
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  "unsloth_fixed": true
9
  },
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+ "base_model_name_or_path": "Qwen/Qwen3.6-27B",
11
  "bias": "none",
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  "corda_config": null,
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  "ensure_weight_tying": false,
adapter_model.safetensors CHANGED
@@ -1,3 +1,3 @@
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  version https://git-lfs.github.com/spec/v1
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- oid sha256:6499fa033031268113192ba77d65db5b398026bd045c1ab653012c6edf1025b3
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- size 1631412872
 
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  version https://git-lfs.github.com/spec/v1
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+ oid sha256:0fd01fc41ca5bf3d8336795890e169fc03f0036626859d4b21e15e32a662b5bd
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+ size 3981873664
chat_template.jinja CHANGED
@@ -97,7 +97,7 @@
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  {%- endif %}
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  {%- endif %}
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  {%- set reasoning_content = reasoning_content|trim %}
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- {%- if loop.index0 > ns.last_query_index %}
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  {{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content + '\n</think>\n\n' + content }}
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  {%- else %}
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  {{- '<|im_start|>' + message.role + '\n' + content }}
@@ -119,7 +119,7 @@
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  {%- if tool_call.arguments is defined %}
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  {%- for args_name, args_value in tool_call.arguments|items %}
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  {{- '<parameter=' + args_name + '>\n' }}
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- {%- set args_value = args_value | tojson | safe if args_value is mapping or (args_value is sequence and args_value is not string) else args_value | string %}
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  {{- args_value }}
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  {{- '\n</parameter>\n' }}
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  {%- endfor %}
 
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  {%- endif %}
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  {%- endif %}
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  {%- set reasoning_content = reasoning_content|trim %}
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+ {%- if (preserve_thinking is defined and preserve_thinking is true) or (loop.index0 > ns.last_query_index) %}
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  {{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content + '\n</think>\n\n' + content }}
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  {%- else %}
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  {{- '<|im_start|>' + message.role + '\n' + content }}
 
119
  {%- if tool_call.arguments is defined %}
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  {%- for args_name, args_value in tool_call.arguments|items %}
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  {{- '<parameter=' + args_name + '>\n' }}
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+ {%- set args_value = args_value | string if args_value is string else args_value | tojson | safe %}
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  {{- args_value }}
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  {{- '\n</parameter>\n' }}
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  {%- endfor %}
distribution.json CHANGED
@@ -1,3 +1,3 @@
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  {
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- "facesheet": 184
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  }
 
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  {
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+ "facesheet": 148
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  }
doctype_entity_distribution.json CHANGED
@@ -1,30 +1,29 @@
1
  {
2
  "facesheet": {
3
- "patient.first_name": 184,
4
- "patient.last_name": 173,
5
- "patient.middle_name": 45,
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- "facility.city": 102,
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- "facility.state": 109,
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- "facility.zip": 127,
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- "patient.city": 96,
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- "patient.state": 106,
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- "patient.zip": 117,
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- "patient.address": 83,
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- "phone_number": 51,
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- "facility.address": 81,
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- "facility.name": 88,
16
- "medicaid_insurance_number": 41,
17
- "medicare_insurance_number": 45,
18
- "patient.dob": 73,
19
- "patient.sex": 87,
20
- "social_security_number": 31,
21
- "accession_number": 13,
22
- "collection_date": 27,
23
- "provider_npi": 29,
24
- "sample_code": 29,
25
- "other_insurance_name_1": 34,
26
- "other_insurance_number_1": 30,
27
- "other_insurance_name_2": 2,
28
- "other_insurance_number_2": 2
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  }
30
  }
 
1
  {
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  "facesheet": {
3
+ "patient.first_name": 148,
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+ "patient.last_name": 148,
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+ "facility.name": 51,
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+ "medicaid_insurance_number": 18,
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+ "medicare_insurance_number": 11,
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+ "patient.city": 22,
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+ "patient.dob": 136,
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+ "patient.sex": 121,
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+ "patient.state": 24,
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+ "patient.zip": 51,
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+ "social_security_number": 7,
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+ "facility.address": 50,
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+ "facility.city": 50,
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+ "facility.state": 50,
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+ "facility.zip": 111,
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+ "other_insurance_name_1": 29,
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+ "other_insurance_number_1": 16,
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+ "other_insurance_number_2": 1,
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+ "patient.address": 21,
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+ "patient.middle_name": 16,
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+ "phone_number": 11,
24
+ "collection_date": 37,
25
+ "provider_npi": 40,
26
+ "sample_code": 40,
27
+ "accession_number": 15
 
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  }
29
  }
entity_distribution.json CHANGED
@@ -1,28 +1,27 @@
1
  {
2
- "patient.first_name": 184,
3
- "patient.last_name": 173,
4
- "patient.middle_name": 45,
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- "facility.city": 102,
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- "facility.state": 109,
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- "facility.zip": 127,
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- "patient.city": 96,
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- "patient.state": 106,
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- "patient.zip": 117,
11
- "patient.address": 83,
12
- "phone_number": 51,
13
- "facility.address": 81,
14
- "facility.name": 88,
15
- "medicaid_insurance_number": 41,
16
- "medicare_insurance_number": 45,
17
- "patient.dob": 73,
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- "patient.sex": 87,
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- "social_security_number": 31,
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- "accession_number": 13,
21
- "collection_date": 27,
22
- "provider_npi": 29,
23
- "sample_code": 29,
24
- "other_insurance_name_1": 34,
25
- "other_insurance_number_1": 30,
26
- "other_insurance_name_2": 2,
27
- "other_insurance_number_2": 2
28
  }
 
1
  {
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+ "patient.first_name": 148,
3
+ "patient.last_name": 148,
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+ "facility.name": 51,
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+ "medicaid_insurance_number": 18,
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+ "medicare_insurance_number": 11,
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+ "patient.city": 22,
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+ "patient.dob": 136,
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+ "patient.sex": 121,
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+ "patient.state": 24,
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+ "patient.zip": 51,
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+ "social_security_number": 7,
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+ "facility.address": 50,
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+ "facility.city": 50,
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+ "facility.state": 50,
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+ "facility.zip": 111,
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+ "other_insurance_name_1": 29,
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+ "other_insurance_number_1": 16,
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+ "other_insurance_number_2": 1,
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+ "patient.address": 21,
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+ "patient.middle_name": 16,
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+ "phone_number": 11,
23
+ "collection_date": 37,
24
+ "provider_npi": 40,
25
+ "sample_code": 40,
26
+ "accession_number": 15
 
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  }
file.log CHANGED
@@ -1,43 +1,43 @@
1
- 2026-07-24 07:02:42.293 | INFO | app.tasks.entity.vlm.dataset:create:650 - Using pre-split dataset mode
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- 2026-07-24 07:02:42.320 | INFO | app.tasks.entity.vlm.dataset:_download_current_splits:1565 - Downloading train dataset from s3://aitest-dexit-tech/data/__mlops__/dataset/entity/06a629a7-dc39-751c-8000-5e635f470d7a/train.json
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- 2026-07-24 07:02:42.626 | INFO | app.tasks.entity.vlm.dataset:_download_split_documents:1422 - Processing %s %s/%s with %d documents
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- 2026-07-24 07:02:43.881 | INFO | app.tasks.entity.vlm.dataset:_download_current_splits:1565 - Downloading val dataset from s3://aitest-dexit-tech/data/__mlops__/dataset/entity/06a629a7-dc39-751c-8000-5e635f470d7a/eval.json
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- 2026-07-24 07:02:44.108 | INFO | app.tasks.entity.vlm.dataset:_download_split_documents:1422 - Processing %s %s/%s with %d documents
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- 2026-07-24 07:02:44.486 | INFO | app.tasks.entity.vlm.dataset:_download_current_splits:1565 - Downloading test dataset from s3://aitest-dexit-tech/data/__mlops__/dataset/entity/06a629a7-dc39-751c-8000-5e635f470d7a/test.json
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- 2026-07-24 07:02:44.667 | INFO | app.tasks.entity.vlm.dataset:_download_split_documents:1422 - Processing %s %s/%s with %d documents
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- 2026-07-24 07:02:45.048 | INFO | app.tasks.entity.vlm.dataset:_download_miscellaneous:1612 - Downloading miscellaneous data from s3://aitest-dexit-tech/data/__mlops__/dataset/entity/06a629a7-dc39-751c-8000-5e635f470d7a/miscellaneous.json
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- 2026-07-24 07:02:45.236 | INFO | app.tasks.entity.vlm.dataset:_download_previous_datasets:1521 - Found 0 previous dataset(s) to consolidate
10
- 2026-07-24 07:02:45.237 | INFO | app.tasks.entity.vlm.dataset:download_presplit_datasets:1663 - Successfully downloaded all datasets to /home/ubuntu/dataset
11
- 2026-07-24 07:02:45.791 | INFO | app.tasks.entity.vlm.dataset:remove_null_files:574 - Removed 1 files with null values
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- 2026-07-24 07:02:45.844 | INFO | app.tasks.entity.vlm.reports:get_distribution:1513 - Original number of ground truth files 184
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- 2026-07-24 07:02:46.012 | INFO | app.tasks.entity.vlm.reports:get_distribution:1528 - After removing empty files 184
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- 2026-07-24 07:02:46.023 | INFO | app.tasks.entity.vlm.reports:get_entity_distribution:1628 - Creating entity distribution for 184 files
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- 2026-07-24 07:02:46.363 | DEBUG | app.commonmlops:get_oauth_token:834 - OAuth token request status: 200
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- 2026-07-24 07:02:46.661 | DEBUG | app.commonmlops:get_training_job_queue:891 - Get training job queue status code: 200, api_url: https://aitest.api.dexit.tech/api/v1/mlops/trainingjobqueue/06a629ad-0d3a-795c-8000-dc597c9a9e03
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- 2026-07-24 07:02:46.874 | DEBUG | app.commonmlops:get_oauth_token:834 - OAuth token request status: 200
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- 2026-07-24 07:02:46.875 | DEBUG | app.commonmlops:update_training_job_queue:937 - Updating training job queue with merged payload: {'id': '06a629ad-0d3a-795c-8000-dc597c9a9e03', 'modeltype': 'entity', 'modelname': 'vlm_qwen3_5', 'jobtype': 'feedback', 'basemodelversionid': '019f0d56-3844-7c0a-8fab-4aa6a6d1f12e', 'datasetid': '06a629a7-dc39-751c-8000-5e635f470d7a', 'status': 'triggered', 'createddate': '2026-07-23T22:50:56.826848Z', 'createdby': '00000000-0000-0000-0000-000000000000', 'startdate': '2026-07-24T07:02:12.215188Z', 'enddate': None, 'accuracyreport': None, 'metadata': {'clearml_details': {'hf_model_id': '314e/dexit-aitest-vlm_qwen3_5-entity-integration', 'clearml_task_id': '3c76a36747f24e0e8bb6fd18f8081c84', 'trained_entities': ['accession_number', 'collection_date', 'facility.address', 'facility.city', 'facility.name', 'facility.state', 'facility.zip', 'medicaid_insurance_number', 'medicare_insurance_number', 'other_insurance_name_1', 'other_insurance_name_2', 'other_insurance_number_1', 'other_insurance_number_2', 'patient.address', 'patient.city', 'patient.dob', 'patient.first_name', 'patient.last_name', 'patient.middle_name', 'patient.sex', 'patient.state', 'patient.zip', 'phone_number', 'provider_npi', 'sample_code', 'social_security_number'], 'new_modelversion_tag': 'v0.0.0', 'base_modelversion_tag': 'v0.0.0'}, 'hyperparameters': {'DATASET_PARAMS': {'DATASET__EVAL_S3_PATH': 's3://aitest-dexit-tech/data/__mlops__/dataset/entity/06a629a7-dc39-751c-8000-5e635f470d7a/eval.json', 'DATASET__TEST_S3_PATH': 's3://aitest-dexit-tech/data/__mlops__/dataset/entity/06a629a7-dc39-751c-8000-5e635f470d7a/test.json', 'DATASET__TRAIN_S3_PATH': 's3://aitest-dexit-tech/data/__mlops__/dataset/entity/06a629a7-dc39-751c-8000-5e635f470d7a/train.json', 'DATASET__MISCELLANEOUS_S3_PATH': 's3://aitest-dexit-tech/data/__mlops__/dataset/entity/06a629a7-dc39-751c-8000-5e635f470d7a/miscellaneous.json'}, 'MODEL_CONFIGURATION': {'SEED': 42, 'MODELNAME': 'vlm_qwen3_5', 'MODELTYPE': 'entity', 'ENVIRONMENT': 'integration', 'HF_MODEL_ID': '314e/dexit-aitest-vlm_qwen3_5-entity-integration', 'MODEL_FAMILY': 'qwen', 'ARTIFACTS_DIR': '/home/ubuntu/result', 'MODELVERSIONTAG': 'v0.0.0', 'HF_BASE_MODEL_ID': 'Qwen/Qwen3.5-9b', 'IMAGE_PATCH_SIZE': 16, 'THRESHOLD_OFFSET': 0.05, 'TRAIN_OOTB_MODEL': True, 'NEW_MODELVERSIONTAG': 'v0.0.0'}, 'MODEL_HYPERPARAMETERS': {'RANK': 128, 'ALPHA': 256, 'TRAIN_EPOCHS': 10, 'EVAL_BATCH_SIZE': 2, 'GRAD_ACCUM_STEPS': 4, 'TRAIN_BATCH_SIZE': 2, 'INFERENCE_BATCH_SIZE': 2}}, 'workflow_details': {'temporal_workflow_id': 'local-model-retraining-entity-ddde4bff', 'skypilot_cluster_name': 'dexit-aitest-skypilot-entity-1784876009-69301', 'temporal_workflow_run_id': '019f92e6-5dfc-73e6-afd1-ae9142d3bb2d'}, 'modelconfig_snapshot': {'modelname': 'vlm_qwen3_5', 'modeltype': 'entity', 'deployment': {'auto_model_deployment_manual': False, 'auto_model_deployment_feedback': False}, 'feedback_config': {'bucket_low': 0.5, 'bucket_high': 0.7, 'auto_trigger_retraining': True, 'non_corrected_sample_ratio': 0.5, 'min_feedback_count_for_retraining': 1500, 'low_bucket_threshold_offset_multiplier': 0.5, 'auto_trigger_retraining_on_new_entities': False, 'high_bucket_threshold_offset_multiplier': 1.5, 'low_precision_bucket_corrected_sample_rate': 0.8, 'mid_precision_bucket_corrected_sample_rate': 0.5, 'high_precision_bucket_corrected_sample_rate': 0.2, 'low_precision_bucket_threshold_sample_count': 100}, 'training_config': {'seed': 42, 'dataset': {'eval_size': 0.1, 'test_size': 0.2, 'train_size': 0.7}, 'cloud_providers': [{'accelerators': ['A100-80GB:1', 'H100:1'], 'provider_name': 'runpod'}], 'hyperparameters': {'rank': 128, 'alpha': 256, 'train_epochs': 10, 'grad_accum_steps': 4, 'train_batch_size': 2}, 'hf_base_model_id': 'Qwen/Qwen3.5-9b', 'train_ootb_model': True, 'previous_datasets': {'eval': {'enabled': True, 'distribution': {'weights': {'n-1': 1.0}, 'strategy': 'equal', 'decay_factor': 0.8}, 'max_versions_to_include': 'all'}, 'test': {'enabled': True, 'distribution': {'weights': {'n-1': 1.0}, 'strategy': 'equal', 'decay_factor': 0.8}, 'max_versions_to_include': 'all'}, 'train': {'enabled': True, 'distribution': {'weights': {'n-1': 1.0}, 'strategy': 'equal', 'decay_factor': 0.8}, 'max_versions_to_include': 'all'}}}, 'threshold_offset': 0.05}}, 'deploymentstatus': None, 'deployeddate': None}
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- 2026-07-24 07:02:47.112 | DEBUG | app.commonmlops:update_training_job_queue:940 - Update training job queue status code: 200, api_url: https://aitest.api.dexit.tech/api/v1/mlops/trainingjobqueue/06a629ad-0d3a-795c-8000-dc597c9a9e03
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- 2026-07-24 07:02:47.113 | SUCCESS | app.commonmlops:update_trained_entities:979 - Updated trained_entities on training job queue
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- 2026-07-24 07:02:47.476 | INFO | app.tasks.entity.vlm.reports:upload_initial_artifacts:1696 - Uploaded intial artifacts to ClearML
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- 2026-07-24 07:02:47.476 | INFO | __main__:_run_training_phase:657 - Moving into standard training loop
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- 2026-07-24 07:02:47.477 | INFO | __main__:setup_directories:211 - Loading pre-split dataset statistics
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- 2026-07-24 07:02:47.557 | INFO | __main__:load_presplit_statistics:188 - Found 161 training samples
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- 2026-07-24 07:02:47.595 | INFO | __main__:load_presplit_statistics:190 - Found 20 test samples
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- 2026-07-24 07:02:47.625 | INFO | __main__:load_presplit_statistics:192 - Found 3 validation samples
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- 2026-07-24 07:02:47.626 | INFO | app.tasks.entity.vlm.dataset:print_split_statistics:986 -
28
  Dataset Split Statistics:
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- 2026-07-24 07:02:47.626 | INFO | app.tasks.entity.vlm.dataset:print_split_statistics:987 - Total samples: 184
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- 2026-07-24 07:02:47.626 | INFO | app.tasks.entity.vlm.dataset:print_split_statistics:989 - Train set: 161 (87.5%)
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- 2026-07-24 07:02:47.627 | INFO | app.tasks.entity.vlm.dataset:print_split_statistics:990 - Test set: 20 (10.9%)
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- 2026-07-24 07:02:47.627 | INFO | app.tasks.entity.vlm.dataset:print_split_statistics:991 - Validation set: 3 (1.6%)
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- 2026-07-24 07:02:47.628 | INFO | app.tasks.entity.vlm.dataset:print_split_statistics:1000 - Split statistics saved to /home/ubuntu/result/split_statistics.json
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- 2026-07-24 07:02:47.632 | INFO | __main__:standard_training_loop:354 - Initializing model
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- 2026-07-24 07:02:47.633 | INFO | __main__:initialize_model:243 - Setting up model for retraining
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- 2026-07-24 07:02:47.633 | INFO | __main__:initialize_model:246 - Training from base model: Qwen/Qwen3.5-9b
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- 2026-07-24 07:02:47.633 | INFO | app.tasks.entity.vlm.model:__post_init__:220 - loading model Qwen/Qwen3.5-9b for training with unsloth
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- 2026-07-24 07:03:33.040 | INFO | app.tasks.entity.vlm.model:calculate_max_steps:316 - num_samples: 161, batch_size: 2, gradient_accumulation_steps: 4, epochs: 10
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- 2026-07-24 07:03:33.040 | INFO | app.tasks.entity.vlm.model:calculate_max_steps:320 - calculating max steps
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- 2026-07-24 07:03:33.071 | INFO | __main__:standard_training_loop:357 - Setting up trainer
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- 2026-07-24 07:03:46.968 | INFO | __main__:create_trainer:306 - Materialized datasets: 161 train, 3 eval samples
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- 2026-07-24 07:03:47.468 | INFO | __main__:standard_training_loop:360 - Starting training
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- 2026-07-24 07:03:47.660 | INFO | app.tasks.entity.vlm.model:train_model:521 - everything is set up, launching training
 
1
+ 2026-07-24 08:04:46.196 | INFO | app.tasks.entity.vlm.dataset:create:650 - Using pre-split dataset mode
2
+ 2026-07-24 08:04:46.221 | INFO | app.tasks.entity.vlm.dataset:_download_current_splits:1565 - Downloading train dataset from s3://aitest-dexit-tech/data/__mlops__/dataset/entity/06a6319b-f175-7818-8000-32f95602529a/train.json
3
+ 2026-07-24 08:04:46.525 | INFO | app.tasks.entity.vlm.dataset:_download_split_documents:1422 - Processing %s %s/%s with %d documents
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+ 2026-07-24 08:04:48.678 | INFO | app.tasks.entity.vlm.dataset:_download_current_splits:1565 - Downloading val dataset from s3://aitest-dexit-tech/data/__mlops__/dataset/entity/06a6319b-f175-7818-8000-32f95602529a/eval.json
5
+ 2026-07-24 08:04:48.920 | INFO | app.tasks.entity.vlm.dataset:_download_split_documents:1422 - Processing %s %s/%s with %d documents
6
+ 2026-07-24 08:04:49.427 | INFO | app.tasks.entity.vlm.dataset:_download_current_splits:1565 - Downloading test dataset from s3://aitest-dexit-tech/data/__mlops__/dataset/entity/06a6319b-f175-7818-8000-32f95602529a/test.json
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+ 2026-07-24 08:04:49.646 | INFO | app.tasks.entity.vlm.dataset:_download_split_documents:1422 - Processing %s %s/%s with %d documents
8
+ 2026-07-24 08:04:50.373 | INFO | app.tasks.entity.vlm.dataset:_download_miscellaneous:1612 - Downloading miscellaneous data from s3://aitest-dexit-tech/data/__mlops__/dataset/entity/06a6319b-f175-7818-8000-32f95602529a/miscellaneous.json
9
+ 2026-07-24 08:04:50.601 | INFO | app.tasks.entity.vlm.dataset:_download_previous_datasets:1521 - Found 0 previous dataset(s) to consolidate
10
+ 2026-07-24 08:04:50.601 | INFO | app.tasks.entity.vlm.dataset:download_presplit_datasets:1663 - Successfully downloaded all datasets to /home/ubuntu/dataset
11
+ 2026-07-24 08:04:51.035 | INFO | app.tasks.entity.vlm.dataset:remove_null_files:574 - Removed 0 files with null values
12
+ 2026-07-24 08:04:51.087 | INFO | app.tasks.entity.vlm.reports:get_distribution:1513 - Original number of ground truth files 148
13
+ 2026-07-24 08:04:51.228 | INFO | app.tasks.entity.vlm.reports:get_distribution:1528 - After removing empty files 148
14
+ 2026-07-24 08:04:51.239 | INFO | app.tasks.entity.vlm.reports:get_entity_distribution:1628 - Creating entity distribution for 148 files
15
+ 2026-07-24 08:04:51.554 | DEBUG | app.commonmlops:get_oauth_token:834 - OAuth token request status: 200
16
+ 2026-07-24 08:04:51.798 | DEBUG | app.commonmlops:get_training_job_queue:891 - Get training job queue status code: 200, api_url: https://aitest.api.dexit.tech/api/v1/mlops/trainingjobqueue/06a6319f-a12a-7e8e-8000-9058ea5e8d2c
17
+ 2026-07-24 08:04:52.020 | DEBUG | app.commonmlops:get_oauth_token:834 - OAuth token request status: 200
18
+ 2026-07-24 08:04:52.021 | DEBUG | app.commonmlops:update_training_job_queue:937 - Updating training job queue with merged payload: {'id': '06a6319f-a12a-7e8e-8000-9058ea5e8d2c', 'modeltype': 'entity', 'modelname': 'vlm_qwen3_5', 'jobtype': 'feedback', 'basemodelversionid': '019f0d56-3844-7c0a-8fab-4aa6a6d1f12e', 'datasetid': '06a6319b-f175-7818-8000-32f95602529a', 'status': 'triggered', 'createddate': '2026-07-24T07:53:30.073021Z', 'createdby': '00000000-0000-0000-0000-000000000000', 'startdate': '2026-07-24T08:04:15.224696Z', 'enddate': None, 'accuracyreport': None, 'metadata': {'clearml_details': {'hf_model_id': '314e/dexit-aitest-vlm_qwen3_5-entity-integration', 'clearml_task_id': '84feb774e9f44045a8b3f991a9e8444a', 'new_modelversion_tag': 'v0.0.0', 'base_modelversion_tag': 'v0.0.0', 'trained_entities': ['accession_number', 'collection_date', 'facility.address', 'facility.city', 'facility.name', 'facility.state', 'facility.zip', 'medicaid_insurance_number', 'medicare_insurance_number', 'other_insurance_name_1', 'other_insurance_name_2', 'other_insurance_number_1', 'other_insurance_number_2', 'patient.address', 'patient.city', 'patient.dob', 'patient.first_name', 'patient.last_name', 'patient.middle_name', 'patient.sex', 'patient.state', 'patient.zip', 'phone_number', 'provider_npi', 'sample_code', 'social_security_number']}, 'hyperparameters': {'DATASET_PARAMS': {'DATASET__EVAL_S3_PATH': 's3://aitest-dexit-tech/data/__mlops__/dataset/entity/06a6319b-f175-7818-8000-32f95602529a/eval.json', 'DATASET__TEST_S3_PATH': 's3://aitest-dexit-tech/data/__mlops__/dataset/entity/06a6319b-f175-7818-8000-32f95602529a/test.json', 'DATASET__TRAIN_S3_PATH': 's3://aitest-dexit-tech/data/__mlops__/dataset/entity/06a6319b-f175-7818-8000-32f95602529a/train.json', 'DATASET__MISCELLANEOUS_S3_PATH': 's3://aitest-dexit-tech/data/__mlops__/dataset/entity/06a6319b-f175-7818-8000-32f95602529a/miscellaneous.json'}, 'MODEL_CONFIGURATION': {'SEED': 42, 'MODELNAME': 'vlm_qwen3_5', 'MODELTYPE': 'entity', 'ENVIRONMENT': 'integration', 'HF_MODEL_ID': '314e/dexit-aitest-vlm_qwen3_5-entity-integration', 'MODEL_FAMILY': 'qwen', 'ARTIFACTS_DIR': '/home/ubuntu/result', 'MODELVERSIONTAG': 'v0.0.0', 'HF_BASE_MODEL_ID': 'Qwen/Qwen3.6-27B', 'IMAGE_PATCH_SIZE': 16, 'THRESHOLD_OFFSET': 0.05, 'TRAIN_OOTB_MODEL': True, 'NEW_MODELVERSIONTAG': 'v0.0.0'}, 'MODEL_HYPERPARAMETERS': {'RANK': 128, 'ALPHA': 256, 'TRAIN_EPOCHS': 10, 'EVAL_BATCH_SIZE': 2, 'GRAD_ACCUM_STEPS': 4, 'TRAIN_BATCH_SIZE': 2, 'INFERENCE_BATCH_SIZE': 2}}, 'workflow_details': {'temporal_workflow_id': 'local-model-retraining-entity-0d723bc3', 'skypilot_cluster_name': 'dexit-aitest-skypilot-entity-1784879745-438419', 'temporal_workflow_run_id': '019f931f-5f2f-74fd-a540-4e323ca51562'}, 'modelconfig_snapshot': {'modelname': 'vlm_qwen3_5', 'modeltype': 'entity', 'deployment': {'auto_model_deployment_manual': False, 'auto_model_deployment_feedback': False}, 'feedback_config': {'bucket_low': 0.5, 'bucket_high': 0.7, 'auto_trigger_retraining': True, 'non_corrected_sample_ratio': 0.5, 'min_feedback_count_for_retraining': 1500, 'low_bucket_threshold_offset_multiplier': 0.5, 'auto_trigger_retraining_on_new_entities': False, 'high_bucket_threshold_offset_multiplier': 1.5, 'low_precision_bucket_corrected_sample_rate': 0.8, 'mid_precision_bucket_corrected_sample_rate': 0.5, 'high_precision_bucket_corrected_sample_rate': 0.2, 'low_precision_bucket_threshold_sample_count': 100}, 'training_config': {'seed': 42, 'dataset': {'eval_size': 0.1, 'test_size': 0.2, 'train_size': 0.7}, 'cloud_providers': [{'accelerators': ['A100-80GB:1', 'H100:1'], 'provider_name': 'runpod'}], 'hyperparameters': {'rank': 128, 'alpha': 256, 'train_epochs': 10, 'grad_accum_steps': 4, 'train_batch_size': 2}, 'hf_base_model_id': 'Qwen/Qwen3.6-27B', 'train_ootb_model': True, 'previous_datasets': {'eval': {'enabled': True, 'distribution': {'weights': {'n-1': 1.0}, 'strategy': 'equal', 'decay_factor': 0.8}, 'max_versions_to_include': 'all'}, 'test': {'enabled': True, 'distribution': {'weights': {'n-1': 1.0}, 'strategy': 'equal', 'decay_factor': 0.8}, 'max_versions_to_include': 'all'}, 'train': {'enabled': True, 'distribution': {'weights': {'n-1': 1.0}, 'strategy': 'equal', 'decay_factor': 0.8}, 'max_versions_to_include': 'all'}}}, 'threshold_offset': 0.05}}, 'deploymentstatus': None, 'deployeddate': None}
19
+ 2026-07-24 08:04:52.279 | DEBUG | app.commonmlops:update_training_job_queue:940 - Update training job queue status code: 200, api_url: https://aitest.api.dexit.tech/api/v1/mlops/trainingjobqueue/06a6319f-a12a-7e8e-8000-9058ea5e8d2c
20
+ 2026-07-24 08:04:52.287 | SUCCESS | app.commonmlops:update_trained_entities:979 - Updated trained_entities on training job queue
21
+ 2026-07-24 08:04:52.773 | INFO | app.tasks.entity.vlm.reports:upload_initial_artifacts:1696 - Uploaded intial artifacts to ClearML
22
+ 2026-07-24 08:04:52.773 | INFO | __main__:_run_training_phase:657 - Moving into standard training loop
23
+ 2026-07-24 08:04:52.774 | INFO | __main__:setup_directories:211 - Loading pre-split dataset statistics
24
+ 2026-07-24 08:04:52.850 | INFO | __main__:load_presplit_statistics:188 - Found 110 training samples
25
+ 2026-07-24 08:04:52.894 | INFO | __main__:load_presplit_statistics:190 - Found 30 test samples
26
+ 2026-07-24 08:04:52.927 | INFO | __main__:load_presplit_statistics:192 - Found 8 validation samples
27
+ 2026-07-24 08:04:52.928 | INFO | app.tasks.entity.vlm.dataset:print_split_statistics:986 -
28
  Dataset Split Statistics:
29
+ 2026-07-24 08:04:52.929 | INFO | app.tasks.entity.vlm.dataset:print_split_statistics:987 - Total samples: 148
30
+ 2026-07-24 08:04:52.929 | INFO | app.tasks.entity.vlm.dataset:print_split_statistics:989 - Train set: 110 (74.3%)
31
+ 2026-07-24 08:04:52.929 | INFO | app.tasks.entity.vlm.dataset:print_split_statistics:990 - Test set: 30 (20.3%)
32
+ 2026-07-24 08:04:52.929 | INFO | app.tasks.entity.vlm.dataset:print_split_statistics:991 - Validation set: 8 (5.4%)
33
+ 2026-07-24 08:04:52.931 | INFO | app.tasks.entity.vlm.dataset:print_split_statistics:1000 - Split statistics saved to /home/ubuntu/result/split_statistics.json
34
+ 2026-07-24 08:04:52.936 | INFO | __main__:standard_training_loop:354 - Initializing model
35
+ 2026-07-24 08:04:52.936 | INFO | __main__:initialize_model:243 - Setting up model for retraining
36
+ 2026-07-24 08:04:52.936 | INFO | __main__:initialize_model:246 - Training from base model: Qwen/Qwen3.6-27B
37
+ 2026-07-24 08:04:52.937 | INFO | app.tasks.entity.vlm.model:__post_init__:220 - loading model Qwen/Qwen3.6-27B for training with unsloth
38
+ 2026-07-24 08:07:11.077 | INFO | app.tasks.entity.vlm.model:calculate_max_steps:316 - num_samples: 110, batch_size: 2, gradient_accumulation_steps: 4, epochs: 10
39
+ 2026-07-24 08:07:11.077 | INFO | app.tasks.entity.vlm.model:calculate_max_steps:320 - calculating max steps
40
+ 2026-07-24 08:07:11.116 | INFO | __main__:standard_training_loop:357 - Setting up trainer
41
+ 2026-07-24 08:07:21.146 | INFO | __main__:create_trainer:306 - Materialized datasets: 110 train, 8 eval samples
42
+ 2026-07-24 08:07:21.844 | INFO | __main__:standard_training_loop:360 - Starting training
43
+ 2026-07-24 08:07:22.079 | INFO | app.tasks.entity.vlm.model:train_model:521 - everything is set up, launching training
ground_truth_data.json CHANGED
The diff for this file is too large to render. See raw diff
 
gt_json.json CHANGED
@@ -1,188 +1,152 @@
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  {
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