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‎docs/inference-providers/providers/hf-inference.md‎

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<InferenceSnippet
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pipeline=feature-extraction
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providersMapping={ {"hf-inference":{"modelId":"intfloat/multilingual-e5-large-instruct","providerModelId":"intfloat/multilingual-e5-large-instruct"} } }
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providersMapping={ {"hf-inference":{"modelId":"kyutai/mimi","providerModelId":"kyutai/mimi"} } }
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/>
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<InferenceSnippet
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pipeline=fill-mask
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providersMapping={ {"hf-inference":{"modelId":"FacebookAI/roberta-base","providerModelId":"FacebookAI/roberta-base"} } }
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providersMapping={ {"hf-inference":{"modelId":"google-bert/bert-base-uncased","providerModelId":"google-bert/bert-base-uncased"} } }
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/>
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<InferenceSnippet
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pipeline=image-classification
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providersMapping={ {"hf-inference":{"modelId":"Falconsai/nsfw_image_detection","providerModelId":"Falconsai/nsfw_image_detection"} } }
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providersMapping={ {"hf-inference":{"modelId":"google/vit-base-patch16-224","providerModelId":"google/vit-base-patch16-224"} } }
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/>
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/>
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### Object Detection
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Find out more about Object Detection [here](../tasks/object_detection).
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<InferenceSnippet
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pipeline=object-detection
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providersMapping={ {"hf-inference":{"modelId":"facebook/detr-resnet-50","providerModelId":"facebook/detr-resnet-50"} } }
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/>
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### Question Answering
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Find out more about Question Answering [here](../tasks/question_answering).
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<InferenceSnippet
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pipeline=question-answering
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providersMapping={ {"hf-inference":{"modelId":"deepset/roberta-large-squad2","providerModelId":"deepset/roberta-large-squad2"} } }
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/>
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### Summarization
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Find out more about Summarization [here](../tasks/summarization).
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<InferenceSnippet
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pipeline=summarization
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providersMapping={ {"hf-inference":{"modelId":"facebook/bart-large-cnn","providerModelId":"facebook/bart-large-cnn"} } }
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providersMapping={ {"hf-inference":{"modelId":"pszemraj/led-base-book-summary","providerModelId":"pszemraj/led-base-book-summary"} } }
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/>
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<InferenceSnippet
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pipeline=text-classification
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providersMapping={ {"hf-inference":{"modelId":"SamLowe/roberta-base-go_emotions","providerModelId":"SamLowe/roberta-base-go_emotions"} } }
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providersMapping={ {"hf-inference":{"modelId":"NousResearch/Minos-v1","providerModelId":"NousResearch/Minos-v1"} } }
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/>
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### Token Classification
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Find out more about Token Classification [here](../tasks/token_classification).
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<InferenceSnippet
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pipeline=token-classification
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providersMapping={ {"hf-inference":{"modelId":"dslim/bert-base-NER","providerModelId":"dslim/bert-base-NER"} } }
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/>
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### Translation
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Find out more about Translation [here](../tasks/translation).
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<InferenceSnippet
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pipeline=translation
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providersMapping={ {"hf-inference":{"modelId":"facebook/mbart-large-50-many-to-many-mmt","providerModelId":"facebook/mbart-large-50-many-to-many-mmt"} } }
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/>
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### Zero Shot Classification
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Find out more about Zero Shot Classification [here](../tasks/zero_shot_classification).
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<InferenceSnippet
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pipeline=zero-shot-classification
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providersMapping={ {"hf-inference":{"modelId":"facebook/bart-large-mnli","providerModelId":"facebook/bart-large-mnli"} } }
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providersMapping={ {"hf-inference":{"modelId":"google-t5/t5-base","providerModelId":"google-t5/t5-base"} } }
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/>
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‎docs/inference-providers/providers/sambanova.md‎

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## Supported tasks
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### Automatic Speech Recognition
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Find out more about Automatic Speech Recognition [here](../tasks/automatic_speech_recognition).
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<InferenceSnippet
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pipeline=automatic-speech-recognition
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providersMapping={ {"sambanova":{"modelId":"openai/whisper-large-v3","providerModelId":"Whisper-Large-v3"} } }
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/>
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### Chat Completion (LLM)
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Find out more about Chat Completion (LLM) [here](../tasks/chat-completion).

‎docs/inference-providers/tasks/automatic-speech-recognition.md‎

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<InferenceSnippet
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pipeline=automatic-speech-recognition
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providersMapping={ {"fal-ai":{"modelId":"openai/whisper-large-v3","providerModelId":"fal-ai/whisper"},"hf-inference":{"modelId":"openai/whisper-large-v3-turbo","providerModelId":"openai/whisper-large-v3-turbo"},"sambanova":{"modelId":"openai/whisper-large-v3","providerModelId":"Whisper-Large-v3"}} }
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providersMapping={ {"fal-ai":{"modelId":"openai/whisper-large-v3","providerModelId":"fal-ai/whisper"},"hf-inference":{"modelId":"openai/whisper-large-v3-turbo","providerModelId":"openai/whisper-large-v3-turbo"}} }
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/>
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‎docs/inference-providers/tasks/feature-extraction.md‎

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<InferenceSnippet
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pipeline=feature-extraction
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providersMapping={ {"hf-inference":{"modelId":"intfloat/multilingual-e5-large-instruct","providerModelId":"intfloat/multilingual-e5-large-instruct"},"sambanova":{"modelId":"intfloat/e5-mistral-7b-instruct","providerModelId":"E5-Mistral-7B-Instruct"}} }
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providersMapping={ {"hf-inference":{"modelId":"kyutai/mimi","providerModelId":"kyutai/mimi"},"sambanova":{"modelId":"intfloat/e5-mistral-7b-instruct","providerModelId":"E5-Mistral-7B-Instruct"}} }
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‎docs/inference-providers/tasks/fill-mask.md‎

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<InferenceSnippet
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pipeline=fill-mask
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providersMapping={ {"hf-inference":{"modelId":"FacebookAI/roberta-base","providerModelId":"FacebookAI/roberta-base"}} }
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providersMapping={ {"hf-inference":{"modelId":"google-bert/bert-base-uncased","providerModelId":"google-bert/bert-base-uncased"}} }
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/>
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‎docs/inference-providers/tasks/image-classification.md‎

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### Recommended models
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- [google/vit-base-patch16-224](https://huggingface.co/google/vit-base-patch16-224): A strong image classification model.
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Explore all available models and find the one that suits you best [here](https://huggingface.co/models?inference=warm&pipeline_tag=image-classification&sort=trending).
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<InferenceSnippet
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pipeline=image-classification
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providersMapping={ {"hf-inference":{"modelId":"Falconsai/nsfw_image_detection","providerModelId":"Falconsai/nsfw_image_detection"}} }
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providersMapping={ {"hf-inference":{"modelId":"google/vit-base-patch16-224","providerModelId":"google/vit-base-patch16-224"}} }
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‎docs/inference-providers/tasks/object-detection.md‎

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### Recommended models
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- [facebook/detr-resnet-50](https://huggingface.co/facebook/detr-resnet-50): Solid object detection model pre-trained on the COCO 2017 dataset.
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Explore all available models and find the one that suits you best [here](https://huggingface.co/models?inference=warm&pipeline_tag=object-detection&sort=trending).
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### Using the API
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<InferenceSnippet
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pipeline=object-detection
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providersMapping={ {"hf-inference":{"modelId":"facebook/detr-resnet-50","providerModelId":"facebook/detr-resnet-50"}} }
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/>
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No snippet available for this task.
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‎docs/inference-providers/tasks/question-answering.md‎

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<InferenceSnippet
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pipeline=question-answering
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providersMapping={ {"hf-inference":{"modelId":"deepset/roberta-large-squad2","providerModelId":"deepset/roberta-large-squad2"}} }
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/>
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No snippet available for this task.
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‎docs/inference-providers/tasks/summarization.md‎

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### Recommended models
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- [facebook/bart-large-cnn](https://huggingface.co/facebook/bart-large-cnn): A strong summarization model trained on English news articles. Excels at generating factual summaries.
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<InferenceSnippet
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providersMapping={ {"hf-inference":{"modelId":"facebook/bart-large-cnn","providerModelId":"facebook/bart-large-cnn"}} }
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providersMapping={ {"hf-inference":{"modelId":"pszemraj/led-base-book-summary","providerModelId":"pszemraj/led-base-book-summary"}} }
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‎docs/inference-providers/tasks/text-classification.md‎

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- [distilbert/distilbert-base-uncased-finetuned-sst-2-english](https://huggingface.co/distilbert/distilbert-base-uncased-finetuned-sst-2-english): A robust model trained for sentiment analysis.
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- [ProsusAI/finbert](https://huggingface.co/ProsusAI/finbert): A sentiment analysis model specialized in financial sentiment.
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- [cardiffnlp/twitter-roberta-base-sentiment-latest](https://huggingface.co/cardiffnlp/twitter-roberta-base-sentiment-latest): A sentiment analysis model specialized in analyzing tweets.
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providersMapping={ {"hf-inference":{"modelId":"SamLowe/roberta-base-go_emotions","providerModelId":"SamLowe/roberta-base-go_emotions"}} }
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providersMapping={ {"hf-inference":{"modelId":"NousResearch/Minos-v1","providerModelId":"NousResearch/Minos-v1"}} }
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/>
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