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  ---
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  library_name: transformers
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  pipeline_tag: text2text-generation
 
 
 
 
 
 
 
 
 
 
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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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- This modelcard aims to be a base template for new models. It has been generated using [this raw template](https://github.com/huggingface/huggingface_hub/blob/main/src/huggingface_hub/templates/modelcard_template.md?plain=1).
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  ## Model Details
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  - **Developed by:** Jorge Vallego
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  - **Funded by :** Neovalle Ltd.
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  - **Shared by :** airesearch@neovalle.co.uk
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- - **Model type:** t5
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- - **Language(s) (NLP):** English
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  - **License:** MIT
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  - **Finetuned from model:** google/flan-t5-large
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  ### Downstream Use
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- Not recommended as this model is under testing for a specific task only.
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  ### Out-of-Scope Use
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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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- ### Training Data
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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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- <!-- This section describes the evaluation protocols and provides the results. -->
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- ### Testing Data, Factors & Metrics
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- #### Testing Data
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- <!-- This should link to a Dataset Card if possible. -->
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- [More Information Needed]
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- #### Factors
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- <!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
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- [More Information Needed]
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- #### Metrics
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- <!-- These are the evaluation metrics being used, ideally with a description of why. -->
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- [More Information Needed]
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- ### Results
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- [More Information Needed]
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- #### Summary
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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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- <!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
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- **BibTeX:**
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- [More Information Needed]
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- **APA:**
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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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- ## Model Card Contact
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- [More Information Needed]
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  library_name: transformers
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  pipeline_tag: text2text-generation
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+ license: mit
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+ datasets:
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+ - neovalle/H4rmony
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+ language:
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+ - en
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+ tags:
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+ - Environment
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+ - climate
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+ - ecology
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+ - ecolinguistics
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  ---
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+ # Model Card for Model neovalle/H4rmoniousCaramel
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+ ![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/64aac16fd4a402e8dce11ebe/LHbRjycepGnho08hxSqZJ.jpeg)
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  ## Model Details
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  - **Developed by:** Jorge Vallego
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  - **Funded by :** Neovalle Ltd.
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  - **Shared by :** airesearch@neovalle.co.uk
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+ - **Model type:** t5 Language Model
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+ - **Language(s) (NLP):** Primarily English
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  - **License:** MIT
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  - **Finetuned from model:** google/flan-t5-large
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  ### Downstream Use
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+ Its direct use in applications is not recommended as this model is under testing for a specific task only
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  ### Out-of-Scope Use
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+ Not meant to be used other than testing and evaluation of the H4rmony dataset.
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  ## Bias, Risks, and Limitations
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+ This model might produce biased completions already existing in the base model and unintentionally introduced during fine-tuning.
 
 
 
 
 
 
 
 
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  ## How to Get Started with the Model
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+ It can be loaded and run in a free Colab instance.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ Code to load base and finetuned models to compare outputs:
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+ https://github.com/Neovalle/H4rmony/blob/main/H4rmoniousCaramel.ipynb
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+ ## Training Details
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ Supervised Fine Tuning
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+ ### Training Data
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+ H4rmony Dataset - https://huggingface.co/datasets/neovalle/H4rmony