question,expected_answer,
"What architecture is the `tokenizers-linux-x64-musl` binary designed for?
",x86_64-unknown-linux-musl,
"What is the purpose of the BLIP-Diffusion model?
",The BLIP-Diffusion model is designed for controllable text-to-image generation and editing.,
"How can a user claim authorship of a paper on the Hugging Face Hub?
","By clicking their name on the corresponding Paper page and clicking ""claim authorship"", then confirming the request in paper settings for admin team validation.",
"What is the purpose of the /healthcheck endpoint in the Datasets server API?
",Ensure the app is running,
"What is the default context window size for Local Attention in the LongT5 model?
",127 tokens,
"What method is used to load a checkpoint for a task using `AutoPipeline`?
",from_pretrained(),
"What is the purpose of Diffusers library?
",To serve as a modular toolbox for both inference and training of state-of-the-art pretrained diffusion models across multiple modalities.,
"What method does the EulerAncestralDiscreteScheduler use for sampling?
",Ancestral sampling with Euler method steps.,
"What is the name of the large multimodal model that can solve image-text tasks and is based on Flamingo?
",IDEFICS,
"What is the purpose of the `gradio.Blocks` API?
","The `gradio.Blocks` API allows you to have full control over the data flows and layout of your application, enabling the building of complex, multi-step applications.",
"What is the purpose of the two-stage model proposed in the paper ""Hierarchical Text-Conditional Image Generation with CLIP Latents""?
",The purpose of the two-stage model is to generate a CLIP image embedding given a text caption and then generate an image conditioned on the image embedding.,
"What command is used to install the requirements for a research project using 🤗 Transformers?
",pip install -r requirements.txt,
"What task does the `roberta-large-mnli` checkpoint perform?
",Text classification,
"What service is replacing the Paid tier of the Inference API at Hugging Face?
",Inference Endpoints,
"What architectural feature does SqueezeBERT use instead of fully-connected layers for the Q, K, V, and FFN layers?
",Grouped convolutions,
"What type of license is the HuggingFace Team's software distributed under?
","Apache License, Version 2.0",
"What are the two parameter-reduction techniques proposed in the ALBERT model to lower memory consumption and increase training speed?
",Splitting the embedding matrix into two smaller matrices and using repeating layers split among groups.,
"What are the three main steps for fine-tuning a model with the 🤗 Datasets library?
",1. Load a dataset from the Hugging Face Hub. 2. Preprocess the data with `Dataset.map()`. 3. Load and compute metrics.,
"What is the maximum improvement in throughput achieved by Hugging Face Infinity compared to vanilla transformers?
",800%,
"What is the command to upload a spaCy pipeline to the Hugging Face Hub?
",python -m spacy huggingface-hub push en_ner_fashion-0.0.0-py3-none-any.whl,
"What is the time and memory complexity of the Nyströmformer's approximation of self-attention?
",O(n),
"What is the goal of the Named Entity Recognition task in token classification?
","The goal of the Named Entity Recognition task is to find the entities in a piece of text, such as person, location, or organization.",
"What is the resolution of images used by the CLIPSeg model?
",352 x 352 pixels,
"What can you use Gradio for?
","Create a demo for your machine learning model, share your machine learning model with others, and debug your model.",
"What TensorFlow API function is used to load a saved tensor file?
",safetensors.tensorflow.load_file,
"Where can you access the logs of your Endpoints in Hugging Face Endpoints?
",In the "Logs" tab of your Endpoint through the UI.,
"What is the latest task added to Hugging Face AutoTrain for Computer Vision?
",Image Classification,
"What is the default repository type created by the `create_repo` function on Hugging Face Hub?
",model,
"How many splits does the ""duorc"" dataset have?
",Six,
"What is the purpose of Fully Sharded Data Parallel (FSDP) in distributed training?
","FSDP is developed for distributed training of large pretrained models up to 1T parameters by sharding the model parameters, gradients, and optimizer states across data parallel processes.",
"What file format is used to save and store PyTorch model weights more securely than `.bin` files?
",`.safetensors`,
"What type of security certification does Hugging Face have?
",SOC2 Type 2 certified,
"What do RAG models combine to generate outputs?
",Pretrained dense retrieval (DPR) and sequence-to-sequence models.,
"What library does MarkupLMFeatureExtractor use to extract data from HTML and XML files?
",Beautiful Soup,
"What is the file size limit for syncing to HF Spaces without using Git-LFS?
",10MB,
"What is the title of the paper introducing the ByT5 model?
",ByT5: Towards a token-free future with pre-trained byte-to-byte models,
"What is the dimension of the feature vector for the base BERT model?
",768,
"What special identifier does the WordPiece Model use for continuing subwords?
",##,
"What is the purpose of the 🧨 Diffusers tutorials?
",To provide a gentle introduction to diffusion models and help understand the library fundamentals.,
"What is the default setting for the `allow_flagging` parameter in Gradio's `Interface`?
","""manual""",
"Where can the full code for the Stable Diffusion demo be found?
",https://hf.co/spaces/stabilityai/stable-diffusion/tree/main,
"What transformation does the FNet model use to replace the self-attention layer in a BERT model?
",Fourier transform,
"What type of test should typically accompany a bug fix in Gradio's testing strategy?
",Dynamic code test,
"How can you force mixed precision training when initializing the Accelerator in 🤗 Accelerate?
",By passing `fp16=True` to the Accelerator init.,
"What is the purpose of tokenizers in the NLP pipeline?
",To translate text into data that can be processed by the model.,
"What is the purpose of the Safety Checker in the Diffusers library?
",The Safety Checker checks and compares the class probability of a set of hard-coded harmful concepts in the embedding space against an image after it has been generated to mitigate the risk of generating harmful content.,
"What Python class allows you to retrieve Discussions and Pull Requests from a given repository on the Hugging Face Hub?
",HfApi,
"What is the name of the new library introduced by Hugging Face for hosting scikit-learn models?
",Skops,
"What is the purpose of Textual Inversion?
",Textual Inversion is a training method for personalizing models by learning new text embeddings from a few example images.,
"What is the recommended multiple of batch size for fp16 data type on an A100 GPU?
",,
ase, d",64
"How do you run a Gradio Blocks app in reload mode using a Python IDE?
",Run `gradio run.py` in the terminal.,
"How can you install the Hugging Face Unity API in your Unity project?
","To install the Hugging Face Unity API in your Unity project, go to `Window` -> `Package Manager`, click `+` and select `Add Package from git URL`, then enter `https://github.com/huggingface/unity-api.git`.",
"What is the pretraining objective of the Wav2Vec2 context network?
",The pretraining objective of the Wav2Vec2 context network is a contrastive task where the model has to predict the true quantized speech representation of the masked prediction from a set of false ones.,
"What is the default checkpoint used by the sentiment analysis pipeline in the Transformers library?
",distilbert base uncased finetuned sst2 english,
"What is the purpose of the notebook ""How to use DeepSpeed to train models with billions of parameters on Habana Gaudi""?
",To show how to use DeepSpeed to pre-train/fine-tune the 1.6B-parameter GPT2-XL for causal language modeling on Habana Gaudi.,
"What command line module does PyTorch provide to run a script on multiple GPUs?
",torchrun,
"What is the most popular vision transformer model on the Hugging Face Model Hub for image classification?
",google/vit-base-patch16-224,
"What is the command to upload an ESPnet model to a Hugging Face repository?
",./run.sh --stage 15 --skip_upload_hf false --hf_repo username/model_repo,
"What file should be added to a model repository to install custom Python dependencies for Inference Endpoints?
",requirements.txt,
"How many images are needed to teach new concepts to Stable Diffusion using Textual Inversion?
",3-5 images,
"What is the maximum size of a model checkpoint before it is automatically sharded in Transformers version 4.18.0?
",10GB,
"What is the purpose of Weights and Biases (W&B) for data scientists and machine learning scientists?
","To track their machine learning experiments at every stage, from training to production.",
"What is the name of the open-source library created by Hugging Face to simplify Transformer acceleration?
",Optimum,
"What parameter is used to ensure that elements in a row have the same height in Gradio?
",equal_height,
"What is the command to install the latest version of Optimum with OpenVINO support?
",pip install --upgrade-strategy eager optimum["openvino"],