Instructions to use skumar1998/result with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use skumar1998/result with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("skumar1998/result", device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- Unsloth Desktop
Training in progress, step 60
Browse files- README.md +16 -15
- adapter_config.json +19 -12
- adapter_model.safetensors +2 -2
- chat_template.jinja +154 -0
- distribution.json +3 -0
- doctype_entity_distribution.json +30 -0
- entity_distribution.json +28 -0
- file.log +43 -0
- ground_truth_data.json +0 -0
- gt_json.json +188 -0
- null_files.json +3 -0
- processor_config.json +60 -0
- removed_files.json +3 -0
- runs/Jul24_07-03-49_c10618854f9e/events.out.tfevents.1784876629.c10618854f9e.9604.0 +3 -0
- sorted_distribution.json +3 -0
- split_statistics.json +1 -0
- tokenizer.json +2 -2
- tokenizer_config.json +0 -0
- training_args.bin +2 -2
README.md
CHANGED
|
@@ -1,17 +1,18 @@
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| 1 |
---
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-
base_model:
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library_name: transformers
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model_name: result
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tags:
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- generated_from_trainer
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-
- trl
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- sft
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licence: license
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---
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# Model Card for result
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-
This model is a fine-tuned version of [
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It has been trained using [TRL](https://github.com/huggingface/trl).
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## Quick start
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@@ -30,15 +31,16 @@ print(output["generated_text"])
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This model was trained with SFT.
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### Framework versions
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-
- TRL:
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| 38 |
-
- Transformers:
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| 39 |
-
- Pytorch: 2.
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-
- Datasets: 3.
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| 41 |
-
- Tokenizers: 0.
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## Citations
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@@ -47,12 +49,11 @@ This model was trained with SFT.
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Cite TRL as:
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```bibtex
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-
@
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-
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-
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-
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-
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-
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-
howpublished = {\url{https://github.com/huggingface/trl}}
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}
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```
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---
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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:
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- generated_from_trainer
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- sft
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+
- unsloth
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+
- trl
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licence: license
|
| 11 |
---
|
| 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
|
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|
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| 31 |
|
| 32 |
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| 33 |
|
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+
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This model was trained with SFT.
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| 36 |
|
| 37 |
### Framework versions
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| 38 |
|
| 39 |
+
- TRL: 1.9.0
|
| 40 |
+
- Transformers: 5.14.1
|
| 41 |
+
- Pytorch: 2.7.1
|
| 42 |
+
- Datasets: 4.3.0
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| 43 |
+
- Tokenizers: 0.22.2
|
| 44 |
|
| 45 |
## Citations
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| 46 |
|
|
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Cite TRL as:
|
| 50 |
|
| 51 |
```bibtex
|
| 52 |
+
@software{vonwerra2020trl,
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| 53 |
+
title = {{TRL: Transformers Reinforcement Learning}},
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| 54 |
+
author = {von Werra, Leandro and Belkada, Younes and Tunstall, Lewis and Beeching, Edward and Thrush, Tristan and Lambert, Nathan and Huang, Shengyi and Rasul, Kashif and Gallouédec, Quentin},
|
| 55 |
+
license = {Apache-2.0},
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+
url = {https://github.com/huggingface/trl},
|
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+
year = {2020}
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}
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```
|
adapter_config.json
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{
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"alpha_pattern": {},
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-
"
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-
"
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"bias": "none",
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"eva_config": null,
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"exclude_modules": null,
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"fan_in_fan_out": false,
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"lora_alpha": 256,
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"lora_bias": false,
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"lora_dropout": 0.05,
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"megatron_config": null,
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"megatron_core": "megatron.core",
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"modules_to_save": null,
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"peft_type": "LORA",
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-
"
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"rank_pattern": {},
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"revision": null,
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-
"target_modules": [
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-
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-
"q_proj",
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-
"up_proj",
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-
"down_proj",
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-
"o_proj",
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-
"k_proj",
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-
"gate_proj"
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-
],
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"task_type": "CAUSAL_LM",
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"use_dora": false,
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"use_rslora": false
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}
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{
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+
"alora_invocation_tokens": null,
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"alpha_pattern": {},
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+
"arrow_config": null,
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+
"auto_mapping": {
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+
"base_model_class": "Qwen3_5ForConditionalGeneration",
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| 7 |
+
"parent_library": "transformers.models.qwen3_5.modeling_qwen3_5",
|
| 8 |
+
"unsloth_fixed": true
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+
},
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+
"base_model_name_or_path": "Qwen/Qwen3.5-9b",
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"bias": "none",
|
| 12 |
+
"corda_config": null,
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| 13 |
+
"ensure_weight_tying": false,
|
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"eva_config": null,
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"exclude_modules": null,
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| 16 |
"fan_in_fan_out": false,
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| 23 |
"lora_alpha": 256,
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"lora_bias": false,
|
| 25 |
"lora_dropout": 0.05,
|
| 26 |
+
"lora_ga_config": null,
|
| 27 |
"megatron_config": null,
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| 28 |
"megatron_core": "megatron.core",
|
| 29 |
"modules_to_save": null,
|
| 30 |
"peft_type": "LORA",
|
| 31 |
+
"peft_version": "0.19.1",
|
| 32 |
+
"qalora_group_size": 16,
|
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+
"r": 128,
|
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"rank_pattern": {},
|
| 35 |
"revision": null,
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+
"target_modules": "(?:.*?(?:vision|image|visual|patch|language|text).*?(?:self_attn|attention|attn|mixer|mlp|feed_forward|ffn|dense|mixer).*?(?:qkv|proj|linear_fc1|linear_fc2|out_proj|in_proj_qkv|in_proj_z|in_proj_b|in_proj_a|gate_proj|up_proj|down_proj|q_proj|k_proj|v_proj|o_proj))|(?:\\bmodel\\.layers\\.[\\d]{1,}\\.(?:self_attn|attention|attn|mixer|mlp|feed_forward|ffn|dense|mixer)\\.(?:(?:qkv|proj|linear_fc1|linear_fc2|out_proj|in_proj_qkv|in_proj_z|in_proj_b|in_proj_a|gate_proj|up_proj|down_proj|q_proj|k_proj|v_proj|o_proj)))",
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+
"target_parameters": null,
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"task_type": "CAUSAL_LM",
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+
"trainable_token_indices": null,
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+
"use_bdlora": null,
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"use_dora": false,
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+
"use_qalora": false,
|
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"use_rslora": false
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| 44 |
}
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adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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-
oid sha256:
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-
size
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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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chat_template.jinja
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| 1 |
+
{%- set image_count = namespace(value=0) %}
|
| 2 |
+
{%- set video_count = namespace(value=0) %}
|
| 3 |
+
{%- macro render_content(content, do_vision_count, is_system_content=false) %}
|
| 4 |
+
{%- if content is string %}
|
| 5 |
+
{{- content }}
|
| 6 |
+
{%- elif content is iterable and content is not mapping %}
|
| 7 |
+
{%- for item in content %}
|
| 8 |
+
{%- if 'image' in item or 'image_url' in item or item.type == 'image' %}
|
| 9 |
+
{%- if is_system_content %}
|
| 10 |
+
{{- raise_exception('System message cannot contain images.') }}
|
| 11 |
+
{%- endif %}
|
| 12 |
+
{%- if do_vision_count %}
|
| 13 |
+
{%- set image_count.value = image_count.value + 1 %}
|
| 14 |
+
{%- endif %}
|
| 15 |
+
{%- if add_vision_id %}
|
| 16 |
+
{{- 'Picture ' ~ image_count.value ~ ': ' }}
|
| 17 |
+
{%- endif %}
|
| 18 |
+
{{- '<|vision_start|><|image_pad|><|vision_end|>' }}
|
| 19 |
+
{%- elif 'video' in item or item.type == 'video' %}
|
| 20 |
+
{%- if is_system_content %}
|
| 21 |
+
{{- raise_exception('System message cannot contain videos.') }}
|
| 22 |
+
{%- endif %}
|
| 23 |
+
{%- if do_vision_count %}
|
| 24 |
+
{%- set video_count.value = video_count.value + 1 %}
|
| 25 |
+
{%- endif %}
|
| 26 |
+
{%- if add_vision_id %}
|
| 27 |
+
{{- 'Video ' ~ video_count.value ~ ': ' }}
|
| 28 |
+
{%- endif %}
|
| 29 |
+
{{- '<|vision_start|><|video_pad|><|vision_end|>' }}
|
| 30 |
+
{%- elif 'text' in item %}
|
| 31 |
+
{{- item.text }}
|
| 32 |
+
{%- else %}
|
| 33 |
+
{{- raise_exception('Unexpected item type in content.') }}
|
| 34 |
+
{%- endif %}
|
| 35 |
+
{%- endfor %}
|
| 36 |
+
{%- elif content is none or content is undefined %}
|
| 37 |
+
{{- '' }}
|
| 38 |
+
{%- else %}
|
| 39 |
+
{{- raise_exception('Unexpected content type.') }}
|
| 40 |
+
{%- endif %}
|
| 41 |
+
{%- endmacro %}
|
| 42 |
+
{%- if not messages %}
|
| 43 |
+
{{- raise_exception('No messages provided.') }}
|
| 44 |
+
{%- endif %}
|
| 45 |
+
{%- if tools and tools is iterable and tools is not mapping %}
|
| 46 |
+
{{- '<|im_start|>system\n' }}
|
| 47 |
+
{{- "# Tools\n\nYou have access to the following functions:\n\n<tools>" }}
|
| 48 |
+
{%- for tool in tools %}
|
| 49 |
+
{{- "\n" }}
|
| 50 |
+
{{- tool | tojson }}
|
| 51 |
+
{%- endfor %}
|
| 52 |
+
{{- "\n</tools>" }}
|
| 53 |
+
{{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n<tool_call>\n<function=example_function_name>\n<parameter=example_parameter_1>\nvalue_1\n</parameter>\n<parameter=example_parameter_2>\nThis is the value for the second parameter\nthat can span\nmultiple lines\n</parameter>\n</function>\n</tool_call>\n\n<IMPORTANT>\nReminder:\n- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags\n- Required parameters MUST be specified\n- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT after\n- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function calls\n</IMPORTANT>' }}
|
| 54 |
+
{%- if messages[0].role == 'system' %}
|
| 55 |
+
{%- set content = render_content(messages[0].content, false, true)|trim %}
|
| 56 |
+
{%- if content %}
|
| 57 |
+
{{- '\n\n' + content }}
|
| 58 |
+
{%- endif %}
|
| 59 |
+
{%- endif %}
|
| 60 |
+
{{- '<|im_end|>\n' }}
|
| 61 |
+
{%- else %}
|
| 62 |
+
{%- if messages[0].role == 'system' %}
|
| 63 |
+
{%- set content = render_content(messages[0].content, false, true)|trim %}
|
| 64 |
+
{{- '<|im_start|>system\n' + content + '<|im_end|>\n' }}
|
| 65 |
+
{%- endif %}
|
| 66 |
+
{%- endif %}
|
| 67 |
+
{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
|
| 68 |
+
{%- for message in messages[::-1] %}
|
| 69 |
+
{%- set index = (messages|length - 1) - loop.index0 %}
|
| 70 |
+
{%- if ns.multi_step_tool and message.role == "user" %}
|
| 71 |
+
{%- set content = render_content(message.content, false)|trim %}
|
| 72 |
+
{%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}
|
| 73 |
+
{%- set ns.multi_step_tool = false %}
|
| 74 |
+
{%- set ns.last_query_index = index %}
|
| 75 |
+
{%- endif %}
|
| 76 |
+
{%- endif %}
|
| 77 |
+
{%- endfor %}
|
| 78 |
+
{%- if ns.multi_step_tool %}
|
| 79 |
+
{{- raise_exception('No user query found in messages.') }}
|
| 80 |
+
{%- endif %}
|
| 81 |
+
{%- for message in messages %}
|
| 82 |
+
{%- set content = render_content(message.content, true)|trim %}
|
| 83 |
+
{%- if message.role == "system" %}
|
| 84 |
+
{%- if not loop.first %}
|
| 85 |
+
{{- raise_exception('System message must be at the beginning.') }}
|
| 86 |
+
{%- endif %}
|
| 87 |
+
{%- elif message.role == "user" %}
|
| 88 |
+
{{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
|
| 89 |
+
{%- elif message.role == "assistant" %}
|
| 90 |
+
{%- set reasoning_content = '' %}
|
| 91 |
+
{%- if message.reasoning_content is string %}
|
| 92 |
+
{%- set reasoning_content = message.reasoning_content %}
|
| 93 |
+
{%- else %}
|
| 94 |
+
{%- if '</think>' in content %}
|
| 95 |
+
{%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
|
| 96 |
+
{%- set content = content.split('</think>')[-1].lstrip('\n') %}
|
| 97 |
+
{%- endif %}
|
| 98 |
+
{%- endif %}
|
| 99 |
+
{%- set reasoning_content = reasoning_content|trim %}
|
| 100 |
+
{%- if loop.index0 > ns.last_query_index %}
|
| 101 |
+
{{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content + '\n</think>\n\n' + content }}
|
| 102 |
+
{%- else %}
|
| 103 |
+
{{- '<|im_start|>' + message.role + '\n' + content }}
|
| 104 |
+
{%- endif %}
|
| 105 |
+
{%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}
|
| 106 |
+
{%- for tool_call in message.tool_calls %}
|
| 107 |
+
{%- if tool_call.function is defined %}
|
| 108 |
+
{%- set tool_call = tool_call.function %}
|
| 109 |
+
{%- endif %}
|
| 110 |
+
{%- if loop.first %}
|
| 111 |
+
{%- if content|trim %}
|
| 112 |
+
{{- '\n\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
|
| 113 |
+
{%- else %}
|
| 114 |
+
{{- '<tool_call>\n<function=' + tool_call.name + '>\n' }}
|
| 115 |
+
{%- endif %}
|
| 116 |
+
{%- else %}
|
| 117 |
+
{{- '\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
|
| 118 |
+
{%- endif %}
|
| 119 |
+
{%- if tool_call.arguments is defined %}
|
| 120 |
+
{%- for args_name, args_value in tool_call.arguments|items %}
|
| 121 |
+
{{- '<parameter=' + args_name + '>\n' }}
|
| 122 |
+
{%- 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 %}
|
| 123 |
+
{{- args_value }}
|
| 124 |
+
{{- '\n</parameter>\n' }}
|
| 125 |
+
{%- endfor %}
|
| 126 |
+
{%- endif %}
|
| 127 |
+
{{- '</function>\n</tool_call>' }}
|
| 128 |
+
{%- endfor %}
|
| 129 |
+
{%- endif %}
|
| 130 |
+
{{- '<|im_end|>\n' }}
|
| 131 |
+
{%- elif message.role == "tool" %}
|
| 132 |
+
{%- if loop.previtem and loop.previtem.role != "tool" %}
|
| 133 |
+
{{- '<|im_start|>user' }}
|
| 134 |
+
{%- endif %}
|
| 135 |
+
{{- '\n<tool_response>\n' }}
|
| 136 |
+
{{- content }}
|
| 137 |
+
{{- '\n</tool_response>' }}
|
| 138 |
+
{%- if not loop.last and loop.nextitem.role != "tool" %}
|
| 139 |
+
{{- '<|im_end|>\n' }}
|
| 140 |
+
{%- elif loop.last %}
|
| 141 |
+
{{- '<|im_end|>\n' }}
|
| 142 |
+
{%- endif %}
|
| 143 |
+
{%- else %}
|
| 144 |
+
{{- raise_exception('Unexpected message role.') }}
|
| 145 |
+
{%- endif %}
|
| 146 |
+
{%- endfor %}
|
| 147 |
+
{%- if add_generation_prompt %}
|
| 148 |
+
{{- '<|im_start|>assistant\n' }}
|
| 149 |
+
{%- if enable_thinking is defined and enable_thinking is false %}
|
| 150 |
+
{{- '<think>\n\n</think>\n\n' }}
|
| 151 |
+
{%- else %}
|
| 152 |
+
{{- '<think>\n' }}
|
| 153 |
+
{%- endif %}
|
| 154 |
+
{%- endif %}
|
distribution.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"facesheet": 184
|
| 3 |
+
}
|
doctype_entity_distribution.json
ADDED
|
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"facesheet": {
|
| 3 |
+
"patient.first_name": 184,
|
| 4 |
+
"patient.last_name": 173,
|
| 5 |
+
"patient.middle_name": 45,
|
| 6 |
+
"facility.city": 102,
|
| 7 |
+
"facility.state": 109,
|
| 8 |
+
"facility.zip": 127,
|
| 9 |
+
"patient.city": 96,
|
| 10 |
+
"patient.state": 106,
|
| 11 |
+
"patient.zip": 117,
|
| 12 |
+
"patient.address": 83,
|
| 13 |
+
"phone_number": 51,
|
| 14 |
+
"facility.address": 81,
|
| 15 |
+
"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
|
| 29 |
+
}
|
| 30 |
+
}
|
entity_distribution.json
ADDED
|
@@ -0,0 +1,28 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"patient.first_name": 184,
|
| 3 |
+
"patient.last_name": 173,
|
| 4 |
+
"patient.middle_name": 45,
|
| 5 |
+
"facility.city": 102,
|
| 6 |
+
"facility.state": 109,
|
| 7 |
+
"facility.zip": 127,
|
| 8 |
+
"patient.city": 96,
|
| 9 |
+
"patient.state": 106,
|
| 10 |
+
"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,
|
| 18 |
+
"patient.sex": 87,
|
| 19 |
+
"social_security_number": 31,
|
| 20 |
+
"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 |
+
}
|
file.log
ADDED
|
@@ -0,0 +1,43 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
2026-07-24 07:02:42.293 | INFO | app.tasks.entity.vlm.dataset:create:650 - Using pre-split dataset mode
|
| 2 |
+
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
|
| 3 |
+
2026-07-24 07:02:42.626 | INFO | app.tasks.entity.vlm.dataset:_download_split_documents:1422 - Processing %s %s/%s with %d documents
|
| 4 |
+
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
|
| 5 |
+
2026-07-24 07:02:44.108 | INFO | app.tasks.entity.vlm.dataset:_download_split_documents:1422 - Processing %s %s/%s with %d documents
|
| 6 |
+
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
|
| 7 |
+
2026-07-24 07:02:44.667 | INFO | app.tasks.entity.vlm.dataset:_download_split_documents:1422 - Processing %s %s/%s with %d documents
|
| 8 |
+
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
|
| 9 |
+
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
|
| 12 |
+
2026-07-24 07:02:45.844 | INFO | app.tasks.entity.vlm.reports:get_distribution:1513 - Original number of ground truth files 184
|
| 13 |
+
2026-07-24 07:02:46.012 | INFO | app.tasks.entity.vlm.reports:get_distribution:1528 - After removing empty files 184
|
| 14 |
+
2026-07-24 07:02:46.023 | INFO | app.tasks.entity.vlm.reports:get_entity_distribution:1628 - Creating entity distribution for 184 files
|
| 15 |
+
2026-07-24 07:02:46.363 | DEBUG | app.commonmlops:get_oauth_token:834 - OAuth token request status: 200
|
| 16 |
+
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
|
| 17 |
+
2026-07-24 07:02:46.874 | DEBUG | app.commonmlops:get_oauth_token:834 - OAuth token request status: 200
|
| 18 |
+
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}
|
| 19 |
+
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
|
| 20 |
+
2026-07-24 07:02:47.113 | SUCCESS | app.commonmlops:update_trained_entities:979 - Updated trained_entities on training job queue
|
| 21 |
+
2026-07-24 07:02:47.476 | INFO | app.tasks.entity.vlm.reports:upload_initial_artifacts:1696 - Uploaded intial artifacts to ClearML
|
| 22 |
+
2026-07-24 07:02:47.476 | INFO | __main__:_run_training_phase:657 - Moving into standard training loop
|
| 23 |
+
2026-07-24 07:02:47.477 | INFO | __main__:setup_directories:211 - Loading pre-split dataset statistics
|
| 24 |
+
2026-07-24 07:02:47.557 | INFO | __main__:load_presplit_statistics:188 - Found 161 training samples
|
| 25 |
+
2026-07-24 07:02:47.595 | INFO | __main__:load_presplit_statistics:190 - Found 20 test samples
|
| 26 |
+
2026-07-24 07:02:47.625 | INFO | __main__:load_presplit_statistics:192 - Found 3 validation samples
|
| 27 |
+
2026-07-24 07:02:47.626 | INFO | app.tasks.entity.vlm.dataset:print_split_statistics:986 -
|
| 28 |
+
Dataset Split Statistics:
|
| 29 |
+
2026-07-24 07:02:47.626 | INFO | app.tasks.entity.vlm.dataset:print_split_statistics:987 - Total samples: 184
|
| 30 |
+
2026-07-24 07:02:47.626 | INFO | app.tasks.entity.vlm.dataset:print_split_statistics:989 - Train set: 161 (87.5%)
|
| 31 |
+
2026-07-24 07:02:47.627 | INFO | app.tasks.entity.vlm.dataset:print_split_statistics:990 - Test set: 20 (10.9%)
|
| 32 |
+
2026-07-24 07:02:47.627 | INFO | app.tasks.entity.vlm.dataset:print_split_statistics:991 - Validation set: 3 (1.6%)
|
| 33 |
+
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
|
| 34 |
+
2026-07-24 07:02:47.632 | INFO | __main__:standard_training_loop:354 - Initializing model
|
| 35 |
+
2026-07-24 07:02:47.633 | INFO | __main__:initialize_model:243 - Setting up model for retraining
|
| 36 |
+
2026-07-24 07:02:47.633 | INFO | __main__:initialize_model:246 - Training from base model: Qwen/Qwen3.5-9b
|
| 37 |
+
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
|
| 38 |
+
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
|
| 39 |
+
2026-07-24 07:03:33.040 | INFO | app.tasks.entity.vlm.model:calculate_max_steps:320 - calculating max steps
|
| 40 |
+
2026-07-24 07:03:33.071 | INFO | __main__:standard_training_loop:357 - Setting up trainer
|
| 41 |
+
2026-07-24 07:03:46.968 | INFO | __main__:create_trainer:306 - Materialized datasets: 161 train, 3 eval samples
|
| 42 |
+
2026-07-24 07:03:47.468 | INFO | __main__:standard_training_loop:360 - Starting training
|
| 43 |
+
2026-07-24 07:03:47.660 | INFO | app.tasks.entity.vlm.model:train_model:521 - everything is set up, launching training
|
ground_truth_data.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
gt_json.json
ADDED
|
@@ -0,0 +1,188 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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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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|
| 147 |
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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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|
| 154 |
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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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|
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|
| 162 |
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|
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|
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|
| 165 |
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|
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|
| 167 |
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|
| 168 |
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|
| 169 |
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|
| 170 |
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|
| 171 |
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|
| 172 |
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|
| 173 |
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|
| 174 |
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|
| 175 |
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|
| 176 |
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|
| 177 |
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|
| 178 |
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|
| 179 |
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|
| 180 |
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|
| 181 |
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|
| 182 |
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|
| 183 |
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|
| 184 |
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|
| 185 |
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|
| 186 |
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"/home/ubuntu/dataset/test/facesheet/0696090f-dbc1-7573-8000-019de5cca65b.json"
|
| 187 |
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|
| 188 |
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|
null_files.json
ADDED
|
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|
| 1 |
+
{
|
| 2 |
+
"null_files": []
|
| 3 |
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}
|
processor_config.json
ADDED
|
@@ -0,0 +1,60 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"image_processor": {
|
| 3 |
+
"do_convert_rgb": true,
|
| 4 |
+
"do_normalize": true,
|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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"image_processor_type": "Qwen2VLImageProcessor",
|
| 13 |
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"image_std": [
|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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|
| 18 |
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|
| 19 |
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"patch_size": 16,
|
| 20 |
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"resample": 3,
|
| 21 |
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"rescale_factor": 0.00392156862745098,
|
| 22 |
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"size": {
|
| 23 |
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|
| 24 |
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|
| 25 |
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},
|
| 26 |
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"temporal_patch_size": 2
|
| 27 |
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},
|
| 28 |
+
"processor_class": "Qwen3VLProcessor",
|
| 29 |
+
"video_processor": {
|
| 30 |
+
"do_convert_rgb": true,
|
| 31 |
+
"do_normalize": true,
|
| 32 |
+
"do_rescale": true,
|
| 33 |
+
"do_resize": true,
|
| 34 |
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"do_sample_frames": true,
|
| 35 |
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"fps": 2,
|
| 36 |
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"image_mean": [
|
| 37 |
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|
| 38 |
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],
|
| 41 |
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"image_std": [
|
| 42 |
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|
| 43 |
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|
| 44 |
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|
| 45 |
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],
|
| 46 |
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"max_frames": 768,
|
| 47 |
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"merge_size": 2,
|
| 48 |
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"min_frames": 4,
|
| 49 |
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"patch_size": 16,
|
| 50 |
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"resample": 3,
|
| 51 |
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"rescale_factor": 0.00392156862745098,
|
| 52 |
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"return_metadata": false,
|
| 53 |
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"size": {
|
| 54 |
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"longest_edge": 25165824,
|
| 55 |
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"shortest_edge": 4096
|
| 56 |
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},
|
| 57 |
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"temporal_patch_size": 2,
|
| 58 |
+
"video_processor_type": "Qwen3VLVideoProcessor"
|
| 59 |
+
}
|
| 60 |
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|
removed_files.json
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
"/home/ubuntu/dataset/train/facesheet/06960911-1e06-7743-8000-6607c52f0734.json"
|
| 3 |
+
]
|
runs/Jul24_07-03-49_c10618854f9e/events.out.tfevents.1784876629.c10618854f9e.9604.0
ADDED
|
@@ -0,0 +1,3 @@
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|
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| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:da50228095a3bf8fe59c073426eeb6b097d06acaa02ca73e485fd4b9ba715b4a
|
| 3 |
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size 10579
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sorted_distribution.json
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"facesheet": 184
|
| 3 |
+
}
|
split_statistics.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"total": 184, "train": 161, "test": 20, "val": 3}
|
tokenizer.json
CHANGED
|
@@ -1,3 +1,3 @@
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|
| 1 |
version https://git-lfs.github.com/spec/v1
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| 2 |
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| 3 |
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| 1 |
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| 3 |
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size 19989325
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tokenizer_config.json
CHANGED
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|
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training_args.bin
CHANGED
|
@@ -1,3 +1,3 @@
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|
| 1 |
version https://git-lfs.github.com/spec/v1
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| 2 |
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| 3 |
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| 1 |
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size 5905
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