hz3519
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TransformerBeta_models

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-# For reference on model card metadata, see the spec: https://github.com/huggingface/hub-docs/blob/main/modelcard.md?plain=1
-# Doc / guide: https://huggingface.co/docs/hub/model-cards
-{{ card_data }}
----
-# Model Card for {{ model_id | default("Model ID", true) }}
-<!-- Provide a quick summary of what the model is/does. -->
-{{ model_summary | default("", true) }}
-## Model Details
-### Model Description
-<!-- Provide a longer summary of what this model is. -->
-{{ model_description | default("", true) }}
-- **Developed by:** {{ developers | default("[More Information Needed]", true)}}
-- **Shared by [optional]:** {{ shared_by | default("[More Information Needed]", true)}}
-- **Model type:** {{ model_type | default("[More Information Needed]", true)}}
-- **Language(s) (NLP):** {{ language | default("[More Information Needed]", true)}}
-- **License:** {{ license | default("[More Information Needed]", true)}}
-- **Finetuned from model [optional]:** {{ finetuned_from | default("[More Information Needed]", true)}}
-### Model Sources [optional]
-<!-- Provide the basic links for the model. -->
-- **Repository:** {{ repo | default("[More Information Needed]", true)}}
-- **Paper [optional]:** {{ paper | default("[More Information Needed]", true)}}
-- **Demo [optional]:** {{ demo | default("[More Information Needed]", true)}}
-## Uses
-<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
-### Direct Use
-<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
-{{ direct_use | default("[More Information Needed]", true)}}
-### Downstream Use [optional]
-<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
-{{ downstream_use | default("[More Information Needed]", true)}}
-### Out-of-Scope Use
-<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
-{{ out_of_scope_use | default("[More Information Needed]", true)}}
-## Bias, Risks, and Limitations
-<!-- This section is meant to convey both technical and sociotechnical limitations. -->
-{{ bias_risks_limitations | default("[More Information Needed]", true)}}
-### Recommendations
-<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
-{{ bias_recommendations | default("Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.", true)}}
-## How to Get Started with the Model
-Use the code below to get started with the model.
-{{ get_started_code | default("[More Information Needed]", true)}}
-## Training Details
-### Training Data
-<!-- This should link to a Data 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. -->
-{{ training_data | default("[More Information Needed]", true)}}
-### Training Procedure
-<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
-#### Preprocessing [optional]
-{{ preprocessing | default("[More Information Needed]", true)}}
-#### Training Hyperparameters
-- **Training regime:** {{ training_regime | default("[More Information Needed]", true)}} <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
-#### Speeds, Sizes, Times [optional]
-<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
-{{ speeds_sizes_times | default("[More Information Needed]", true)}}
-## Evaluation
-<!-- This section describes the evaluation protocols and provides the results. -->
-### Testing Data, Factors & Metrics
-#### Testing Data
-<!-- This should link to a Data Card if possible. -->
-{{ testing_data | default("[More Information Needed]", true)}}
-#### Factors
-<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
-{{ testing_factors | default("[More Information Needed]", true)}}
-#### Metrics
-<!-- These are the evaluation metrics being used, ideally with a description of why. -->
-{{ testing_metrics | default("[More Information Needed]", true)}}
-### Results
-{{ results | default("[More Information Needed]", true)}}
-#### Summary
-{{ results_summary | default("", true) }}
-## Model Examination [optional]
-<!-- Relevant interpretability work for the model goes here -->
-{{ model_examination | default("[More Information Needed]", true)}}
-## Environmental Impact
-<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
-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).
-- **Hardware Type:** {{ hardware | default("[More Information Needed]", true)}}
-- **Hours used:** {{ hours_used | default("[More Information Needed]", true)}}
-- **Cloud Provider:** {{ cloud_provider | default("[More Information Needed]", true)}}
-- **Compute Region:** {{ cloud_region | default("[More Information Needed]", true)}}
-- **Carbon Emitted:** {{ co2_emitted | default("[More Information Needed]", true)}}
-## Technical Specifications [optional]
-### Model Architecture and Objective
-{{ model_specs | default("[More Information Needed]", true)}}
-### Compute Infrastructure
-{{ compute_infrastructure | default("[More Information Needed]", true)}}
-#### Hardware
-{{ hardware | default("[More Information Needed]", true)}}
-#### Software
-{{ software | default("[More Information Needed]", true)}}
-## Citation [optional]
-<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
-**BibTeX:**
-{{ citation_bibtex | default("[More Information Needed]", true)}}
-**APA:**
-{{ citation_apa | default("[More Information Needed]", true)}}
-## Glossary [optional]
-<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
-{{ glossary | default("[More Information Needed]", true)}}
-## More Information [optional]
-{{ more_information | default("[More Information Needed]", true)}}
-## Model Card Authors [optional]
-{{ model_card_authors | default("[More Information Needed]", true)}}
-## Model Card Contact
-{{ model_card_contact | default("[More Information Needed]", true)}}