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  ---
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  library_name: transformers
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- tags: []
 
 
 
 
 
 
 
 
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  ---
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  # Model Card for Model ID
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  <!-- Provide a quick summary of what the model is/does. -->
 
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  ## Model Details
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  This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated.
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- - **Developed by:** [More Information Needed]
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- - **Funded by [optional]:** [More Information Needed]
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- - **Shared by [optional]:** [More Information Needed]
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  - **Model type:** [More Information Needed]
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  - **Language(s) (NLP):** [More Information Needed]
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  - **License:** [More Information Needed]
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- - **Finetuned from model [optional]:** [More Information Needed]
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- ### Model Sources [optional]
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  <!-- Provide the basic links for the model. -->
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- - **Repository:** [More Information Needed]
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  - **Paper [optional]:** [More Information Needed]
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- - **Demo [optional]:** [More Information Needed]
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- ## Uses
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  <!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
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- ### Direct Use
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  <!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
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- [More Information Needed]
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- ### Downstream Use [optional]
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  <!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
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- [More Information Needed]
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- ### Out-of-Scope Use
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  <!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
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- [More Information Needed]
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- ## Bias, Risks, and Limitations
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  <!-- This section is meant to convey both technical and sociotechnical limitations. -->
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- [More Information Needed]
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- ### Recommendations
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  <!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
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- Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
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- ## How to Get Started with the Model
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- Use the code below to get started with the model.
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- [More Information Needed]
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  ## Training Details
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  <!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
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- [More Information Needed]
 
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- ### Training Procedure
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  <!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
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- #### Preprocessing [optional]
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- [More Information Needed]
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  #### Training Hyperparameters
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  - **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
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- #### Speeds, Sizes, Times [optional]
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  <!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
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- [More Information Needed]
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  ## Evaluation
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- ## Model Examination [optional]
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  <!-- Relevant interpretability work for the model goes here -->
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- [More Information Needed]
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- ## Environmental Impact
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  <!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
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- Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
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- - **Hardware Type:** [More Information Needed]
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  - **Hours used:** [More Information Needed]
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  - **Cloud Provider:** [More Information Needed]
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  - **Compute Region:** [More Information Needed]
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- - **Carbon Emitted:** [More Information Needed]
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- ## Technical Specifications [optional]
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- ### Model Architecture and Objective
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- [More Information Needed]
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- ### Compute Infrastructure
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- [More Information Needed]
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- #### Hardware
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- [More Information Needed]
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- #### Software
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- [More Information Needed]
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  ## Citation [optional]
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  [More Information Needed]
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- ## Glossary [optional]
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  <!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
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- [More Information Needed]
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- ## More Information [optional]
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- [More Information Needed]
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- ## Model Card Authors [optional]
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- [More Information Needed]
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- ## Model Card Contact
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- [More Information Needed]
 
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  ---
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  library_name: transformers
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+ datasets:
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+ - yzk/veda-ocr-ms
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+ language:
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+ - sa
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+ metrics:
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+ - cer
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+ - chrf
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+ base_model:
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+ - microsoft/trocr-large-printed
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  ---
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  # Model Card for Model ID
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  <!-- Provide a quick summary of what the model is/does. -->
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+ OCR for Vedic texts printed in Devanagari.
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+ **Note**
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+ This version is limited to a type of texts with accents marked by vertical lines over Devanagari characters.
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  ## Model Details
 
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  This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated.
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+ - **Developed by:** https://huggingface.co/yzk
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+ - **Funded by:** https://kaken.nii.ac.jp/en/grant/KAKENHI-PROJECT-23K18646/
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+ <!-- - **Shared by [optional]:** [More Information Needed]
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  - **Model type:** [More Information Needed]
35
  - **Language(s) (NLP):** [More Information Needed]
36
  - **License:** [More Information Needed]
37
+ - **Finetuned from model [optional]:** [More Information Needed] -->
38
 
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+ <!-- ### Model Sources [optional]
40
 
41
  <!-- Provide the basic links for the model. -->
42
 
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+ <!-- - **Repository:** [More Information Needed]
44
  - **Paper [optional]:** [More Information Needed]
45
+ - **Demo [optional]:** [More Information Needed] -->
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+ <!-- ## Uses -->
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  <!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
50
 
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+ <!-- ### Direct Use -->
52
 
53
  <!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
54
 
55
+ <!-- [More Information Needed] -->
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+ <!-- ### Downstream Use [optional] -->
58
 
59
  <!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
60
 
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+ <!-- [More Information Needed] -->
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+ <!-- ### Out-of-Scope Use -->
64
 
65
  <!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
66
 
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+ <!-- [More Information Needed] -->
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+ <!-- ## Bias, Risks, and Limitations -->
70
 
71
  <!-- This section is meant to convey both technical and sociotechnical limitations. -->
72
 
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+ <!-- [More Information Needed] -->
74
 
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+ <!-- ### Recommendations -->
76
 
77
  <!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
78
 
79
+ <!-- Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations. -->
80
 
81
+ <!-- ## How to Get Started with the Model -->
82
 
83
+ <!-- Use the code below to get started with the model. -->
84
 
85
+ <!-- [More Information Needed] -->
86
 
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  ## Training Details
88
 
 
90
 
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  <!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
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+ <!-- [More Information Needed] -->
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+ Schroeder's edition of Maitrāyaṇī Sam̐hitā: https://huggingface.co/datasets/yzk/veda-ocr-ms (will be public)
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+ <!-- ### Training Procedure -->
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  <!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
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+ <!-- #### Preprocessing [optional] -->
101
 
102
+ <!-- [More Information Needed] -->
103
 
104
 
105
  #### Training Hyperparameters
106
 
107
  - **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
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+ ```yaml
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+ params:
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+ max_length: 512
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+ train_batch_size: 16
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+ eval_batch_size: 16
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+ learning_rate: 2e-5
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+ weight_decay: 0.01
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+ save_total_limit: 3
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+ num_train_epochs: 20
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+ logging_steps: 2
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+ save_steps: 2000
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+ eval_steps: 200
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+ ```
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+
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+ <!-- #### Speeds, Sizes, Times [optional] -->
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  <!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
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+ <!-- [More Information Needed] -->
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  ## Evaluation
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158
 
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+ <!-- ## Model Examination [optional] -->
162
 
163
  <!-- Relevant interpretability work for the model goes here -->
164
 
165
+ <!-- [More Information Needed] -->
166
 
167
+ <!-- ## Environmental Impact -->
168
 
169
  <!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
170
 
171
+ <!-- Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700). -->
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+ <!-- - **Hardware Type:** [More Information Needed]
174
  - **Hours used:** [More Information Needed]
175
  - **Cloud Provider:** [More Information Needed]
176
  - **Compute Region:** [More Information Needed]
177
+ - **Carbon Emitted:** [More Information Needed] -->
178
 
179
+ <!-- ## Technical Specifications [optional] -->
180
 
181
+ <!-- ### Model Architecture and Objective -->
182
 
183
+ <!-- [More Information Needed] -->
184
 
185
+ <!-- ### Compute Infrastructure -->
186
 
187
+ <!-- [More Information Needed] -->
188
 
189
+ <!-- #### Hardware -->
190
 
191
+ <!-- [More Information Needed] -->
192
 
193
+ <!-- #### Software -->
194
 
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+ <!-- [More Information Needed] -->
196
 
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  ## Citation [optional]
198
 
 
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  [More Information Needed]
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+ <!-- ## Glossary [optional] -->
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  <!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
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+ <!-- [More Information Needed] -->
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+ <!-- ## More Information [optional] -->
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+ <!-- [More Information Needed] -->
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+ <!-- ## Model Card Authors [optional] -->
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+ <!-- [More Information Needed] -->
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+ <!-- ## Model Card Contact -->
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+ <!-- [More Information Needed] -->