| --- |
| tags: |
| - text-to-image |
| library_name: generic |
| --- |
| |
| # Text To Image repository template |
|
|
| This is a template repository for text to image to support generic inference with Hugging Face Hub generic Inference API. There are two required steps |
| 1. Specify the requirements by defining a `requirements.txt` file. |
| 2. Implement the `pipeline.py` `__init__` and `__call__` methods. These methods are called by the Inference API. The `__init__` method should load the model and preload all the elements needed for inference (model, processors, tokenizers, etc.). This is only called once. The `__call__` method performs the actual inference. Make sure to follow the same input/output specifications defined in the template for the pipeline to work. |
|
|
| Example repos |
| * https://huggingface.co/osanseviero/BigGAN-deep-128/blob/main/pipeline.py |
|
|
| ## How to start |
| First create a repo in https://hf.co/new. |
| Then clone this template and push it to your repo. |
| ``` |
| git clone https://huggingface.co/templates/text-to-image |
| cd text-to-image |
| git remote set-url origin https://huggingface.co/Nymbo/Model_Repo_Template |
| git push --force |
| ``` |
|
|
| --- |
| # 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)}} |
| - **Funded by [optional]:** {{ funded_by | 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]:** {{ base_model | 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 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. --> |
| |
| {{ 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 Dataset 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_type | 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_requirements | 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)}} |