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+ ---
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+ ---
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+ # Model Card for Model Mirror
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+
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+ <!-- Provide a quick summary of what the model is/does. [Optional] -->
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+ A bunch of interesting models found online, mostly on Civitai.
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+ # Table of Contents
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+
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+ - [Model Card for Model Mirror](#model-card-for--model_id-)
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+ - [Table of Contents](#table-of-contents)
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+ - [Table of Contents](#table-of-contents-1)
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+ - [Model Details](#model-details)
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+ - [Model Description](#model-description)
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+ - [Uses](#uses)
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+ - [Direct Use](#direct-use)
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+ - [Downstream Use [Optional]](#downstream-use-optional)
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+ - [Out-of-Scope Use](#out-of-scope-use)
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+ - [Bias, Risks, and Limitations](#bias-risks-and-limitations)
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+ - [Recommendations](#recommendations)
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+ - [Training Details](#training-details)
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+ - [Training Data](#training-data)
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+ - [Training Procedure](#training-procedure)
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+ - [Preprocessing](#preprocessing)
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+ - [Speeds, Sizes, Times](#speeds-sizes-times)
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+ - [Evaluation](#evaluation)
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+ - [Testing Data, Factors & Metrics](#testing-data-factors--metrics)
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+ - [Testing Data](#testing-data)
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+ - [Factors](#factors)
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+ - [Metrics](#metrics)
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+ - [Results](#results)
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+ - [Model Examination](#model-examination)
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+ - [Environmental Impact](#environmental-impact)
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+ - [Technical Specifications [optional]](#technical-specifications-optional)
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+ - [Model Architecture and Objective](#model-architecture-and-objective)
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+ - [Compute Infrastructure](#compute-infrastructure)
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+ - [Hardware](#hardware)
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+ - [Software](#software)
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+ - [Citation](#citation)
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+ - [Glossary [optional]](#glossary-optional)
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+ - [More Information [optional]](#more-information-optional)
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+ - [Model Card Authors [optional]](#model-card-authors-optional)
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+ - [Model Card Contact](#model-card-contact)
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+ - [How to Get Started with the Model](#how-to-get-started-with-the-model)
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+
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+
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+ # Model Details
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+
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+ ## Model Description
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+
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+ <!-- Provide a longer summary of what this model is/does. -->
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+ A bunch of interesting models found online, mostly on Civitai.
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+
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+ - **Developed by:** O, r, i, g, i, n, a, l, , C, r, e, a, t, o, r, s
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+ - **Shared by [Optional]:** M, i, r, r, o, r, i, n, g
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+ - **Model type:** Language model
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+ - **Language(s) (NLP):** en
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+ - **License:** wtfpl
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+ - **Parent Model:** More information needed
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+ - **Resources for more information:** More information needed
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+
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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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+
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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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+ <!-- If the user enters content, print that. If not, but they enter a task in the list, use that. If neither, say "more info needed." -->
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+
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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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+ <!-- If the user enters content, print that. If not, but they enter a task in the list, use that. If neither, say "more info needed." -->
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+
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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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+ <!-- If the user enters content, print that. If not, but they enter a task in the list, use that. If neither, say "more info 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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+ Significant research has explored bias and fairness issues with language models (see, e.g., [Sheng et al. (2021)](https://aclanthology.org/2021.acl-long.330.pdf) and [Bender et al. (2021)](https://dl.acm.org/doi/pdf/10.1145/3442188.3445922)). Predictions generated by the model may include disturbing and harmful stereotypes across protected classes; identity characteristics; and sensitive, social, and occupational groups.
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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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+ # Training Details
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+ ## Training Data
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+ <!-- 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. -->
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+ More information on training data 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
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+ More information needed
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+ ### Speeds, Sizes, Times
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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 Data 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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+ # Model Examination
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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:** too much!
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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
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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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+ !find models embeddings --type f --size -2 | while read a; do echo &#34;https://huggingface.co/anonderpling/civitai_mirror/resolve/main/${a}&#34;; echo &#34; out=${a}&#34;; rm &#34;${a}&#34;; done | tee aria2.in.txt
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+ !aria2 -x16 --split=16 -i aria2.in.txt
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+ # Model Card Authors [optional]
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+ <!-- This section provides another layer of transparency and accountability. Whose views is this model card representing? How many voices were included in its construction? Etc. -->
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+ More information needed
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+ # Model Card Contact
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+ n, o, b, o, d, y, , k, n, o, w, s, , t, h, e, , t, r, o, u, b, l, e, s, , I, &#39;, v, e, , s, e, e, n, ,, , n, o, b, o, d, y, , k, n, o, w, s, , m, y, , s, o, r, r, o, w,
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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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+ <details>
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+ <summary> Click to expand </summary>
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+ from transformers import ${model.config?.adapter_transformers?.model_class}
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+ model = ${model.config?.adapter_transformers?.model_class}.from_pretrained(&#34;${model.config?.adapter_transformers?.{model.id}}&#34;)
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+ model.load_adapter(&#34;Model Mirror&#34;, source=&#34;hf&#34;)
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+
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+ </details>