Instructions to use Nessmess9859/Spark with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Adapters
How to use Nessmess9859/Spark with Adapters:
from adapters import AutoAdapterModel model = AutoAdapterModel.from_pretrained("undefined") model.load_adapter("Nessmess9859/Spark", set_active=True) - Notebooks
- Google Colab
- Kaggle
| license: other | |
| license_name: license-dhar-rejectedblueappleindust | |
| license_link: LICENSE | |
| datasets: | |
| - ajibawa-2023/Python-Code-23k-ShareGPT | |
| - nomic-ai/cornstack-java-v1 | |
| - NousResearch/json-mode-eval | |
| - mhhmm/typescript-instruct-20k-v2c | |
| - nvidia/OpenCodeReasoning-2 | |
| - nvidia/OpenMathReasoning | |
| - HuggingFace-CN-community/Diffusion-book-cn | |
| - jtatman/stable-diffusion-prompts-stats-full-uncensored | |
| - gvecchio/MatSynth | |
| - tiange/Cap3D | |
| - nvidia/Nemotron-Personas | |
| - gzzyyxy/layout_diffusion_hypersim | |
| - JeffreyXiang/TRELLIS-500K | |
| - argojuni0506/TRELLIS-3D | |
| - Rapidata/text-2-video-human-preferences-veo3 | |
| - PosterCraft/Text-Render-2M | |
| - omegalabsinc/omega-multimodal | |
| - omegalabsinc/omega-voice | |
| - CanCLID/zoengjyutgaai | |
| - facebook/multilingual_librispeech | |
| - ylacombe/cml-tts | |
| - mozilla-foundation/common_voice_17_0 | |
| - ivrit-ai/audio-v2 | |
| - Video-R1/Video-R1-data | |
| language: | |
| - en | |
| base_model: | |
| - google/gemma-3n-E4B-it-litert-preview | |
| - microsoft/Phi-4-multimodal-instruct | |
| - reedmayhew/claude-3.7-sonnet-reasoning-gemma3-12B | |
| - nvidia/Cosmos-Predict2-2B-Text2Image | |
| - Qwen/Qwen2.5-Omni-7B | |
| - Qwen/Qwen3-Embedding-0.6B | |
| - stabilityai/stable-diffusion-3.5-large | |
| new_version: google/gemma-3-4b-it | |
| pipeline_tag: any-to-any | |
| library_name: adapter-transformers | |
| tags: | |
| - code | |
| # Model Card for Model ID | |
| <!-- Provide a quick summary of what the model is/does. --> | |
| 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). | |
| ## Model Details | |
| ### Model Description | |
| <!-- Provide a longer summary of what this model is. --> | |
| - **Developed by:** [More Information Needed] | |
| - **Funded by [optional]:** [More Information Needed] | |
| - **Shared by [optional]:** [More Information Needed] | |
| - **Model type:** [More Information Needed] | |
| - **Language(s) (NLP):** [More Information Needed] | |
| - **License:** [More Information Needed] | |
| - **Finetuned from model [optional]:** [More Information Needed] | |
| ### Model Sources [optional] | |
| <!-- Provide the basic links for the model. --> | |
| - **Repository:** [More Information Needed] | |
| - **Paper [optional]:** [More Information Needed] | |
| - **Demo [optional]:** [More Information Needed] | |
| ## 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. --> | |
| [More Information Needed] | |
| ### Downstream Use [optional] | |
| <!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app --> | |
| [More Information Needed] | |
| ### Out-of-Scope Use | |
| <!-- This section addresses misuse, malicious use, and uses that the model will not work well for. --> | |
| [More Information Needed] | |
| ## Bias, Risks, and Limitations | |
| <!-- This section is meant to convey both technical and sociotechnical limitations. --> | |
| [More Information Needed] | |
| ### Recommendations | |
| <!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. --> | |
| Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations. | |
| ## How to Get Started with the Model | |
| Use the code below to get started with the model. | |
| [More Information Needed] | |
| ## 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. --> | |
| [More Information Needed] | |
| ### 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] | |
| [More Information Needed] | |
| #### Training Hyperparameters | |
| - **Training regime:** [More Information Needed] <!--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. --> | |
| [More Information Needed] | |
| ## 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. --> | |
| [More Information Needed] | |
| #### Factors | |
| <!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. --> | |
| [More Information Needed] | |
| #### Metrics | |
| <!-- These are the evaluation metrics being used, ideally with a description of why. --> | |
| [More Information Needed] | |
| ### Results | |
| [More Information Needed] | |
| #### Summary | |
| ## Model Examination [optional] | |
| <!-- Relevant interpretability work for the model goes here --> | |
| [More Information Needed] | |
| ## 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:** [More Information Needed] | |
| - **Hours used:** [More Information Needed] | |
| - **Cloud Provider:** [More Information Needed] | |
| - **Compute Region:** [More Information Needed] | |
| - **Carbon Emitted:** [More Information Needed] | |
| ## Technical Specifications [optional] | |
| ### Model Architecture and Objective | |
| [More Information Needed] | |
| ### Compute Infrastructure | |
| [More Information Needed] | |
| #### Hardware | |
| [More Information Needed] | |
| #### Software | |
| [More Information Needed] | |
| ## 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:** | |
| [More Information Needed] | |
| **APA:** | |
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| ## Glossary [optional] | |
| <!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. --> | |
| [More Information Needed] | |
| ## More Information [optional] | |
| [More Information Needed] | |
| ## Model Card Authors [optional] | |
| [More Information Needed] | |
| ## Model Card Contact | |
| [More Information Needed] |