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Update Inference Providers documentation (automated)
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‎docs/inference-providers/providers/hf-inference.md‎

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## Supported tasks
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### Audio Classification
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Find out more about Audio Classification [here](../tasks/audio_classification).
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<InferenceSnippet
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pipeline=audio-classification
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providersMapping={ {"hf-inference":{"modelId":"ehcalabres/wav2vec2-lg-xlsr-en-speech-emotion-recognition","providerModelId":"ehcalabres/wav2vec2-lg-xlsr-en-speech-emotion-recognition"} } }
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/>
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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=feature-extraction
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providersMapping={ {"hf-inference":{"modelId":"kyutai/mimi","providerModelId":"kyutai/mimi"} } }
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providersMapping={ {"hf-inference":{"modelId":"intfloat/multilingual-e5-large","providerModelId":"intfloat/multilingual-e5-large"} } }
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/>
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### Fill Mask
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Find out more about Fill Mask [here](../tasks/fill_mask).
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<InferenceSnippet
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pipeline=fill-mask
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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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### Image Classification
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Find out more about Image Classification [here](../tasks/image_classification).
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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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/>
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### Image Segmentation
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Find out more about Image Segmentation [here](../tasks/image_segmentation).
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<InferenceSnippet
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pipeline=image-segmentation
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providersMapping={ {"hf-inference":{"modelId":"mattmdjaga/segformer_b2_clothes","providerModelId":"mattmdjaga/segformer_b2_clothes"} } }
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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-base-squad2","providerModelId":"deepset/roberta-base-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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/>
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### Table Question Answering
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Find out more about Table Question Answering [here](../tasks/table_question_answering).
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<InferenceSnippet
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pipeline=table-question-answering
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providersMapping={ {"hf-inference":{"modelId":"google/tapas-base-finetuned-wtq","providerModelId":"google/tapas-base-finetuned-wtq"} } }
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/>
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providersMapping={ {"hf-inference":{"modelId":"black-forest-labs/FLUX.1-dev","providerModelId":"black-forest-labs/FLUX.1-dev"} } }
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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":"blaze999/Medical-NER","providerModelId":"blaze999/Medical-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":"google-t5/t5-base","providerModelId":"google-t5/t5-base"} } }
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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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/>
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‎docs/inference-providers/providers/nebius.md‎

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<InferenceSnippet
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pipeline=text-generation
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providersMapping={ {"nebius":{"modelId":"deepseek-ai/DeepSeek-V3-0324","providerModelId":"deepseek-ai/DeepSeek-V3-0324-fast"} } }
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providersMapping={ {"nebius":{"modelId":"Qwen/Qwen3-235B-A22B","providerModelId":"Qwen/Qwen3-235B-A22B"} } }
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conversational />
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‎docs/inference-providers/providers/replicate.md‎

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## Supported tasks
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### Image To Image
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Find out more about Image To Image [here](../tasks/image_to_image).
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<InferenceSnippet
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pipeline=image-to-image
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providersMapping={ {"replicate":{"modelId":"stepfun-ai/Step1X-Edit","providerModelId":"zsxkib/step1x-edit"} } }
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/>
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### Text To Image
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Find out more about Text To Image [here](../tasks/text_to_image).

‎docs/inference-providers/tasks/audio-classification.md‎

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### Recommended models
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- [ehcalabres/wav2vec2-lg-xlsr-en-speech-emotion-recognition](https://huggingface.co/ehcalabres/wav2vec2-lg-xlsr-en-speech-emotion-recognition): An emotion recognition 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=audio-classification&sort=trending).
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### Using the API
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There are currently no snippet examples for the **audio-classification** task, as no providers support it yet.
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<InferenceSnippet
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pipeline=audio-classification
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providersMapping={ {"hf-inference":{"modelId":"ehcalabres/wav2vec2-lg-xlsr-en-speech-emotion-recognition","providerModelId":"ehcalabres/wav2vec2-lg-xlsr-en-speech-emotion-recognition"}} }
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/>
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‎docs/inference-providers/tasks/chat-completion.md‎

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<InferenceSnippet
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pipeline=text-generation
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providersMapping={ {"cerebras":{"modelId":"meta-llama/Llama-3.3-70B-Instruct","providerModelId":"llama-3.3-70b"},"cohere":{"modelId":"CohereLabs/c4ai-command-a-03-2025","providerModelId":"command-a-03-2025"},"fireworks-ai":{"modelId":"Qwen/Qwen3-235B-A22B","providerModelId":"accounts/fireworks/models/qwen3-235b-a22b"},"hf-inference":{"modelId":"Qwen/Qwen3-235B-A22B","providerModelId":"Qwen/Qwen3-235B-A22B"},"hyperbolic":{"modelId":"deepseek-ai/DeepSeek-V3-0324","providerModelId":"deepseek-ai/DeepSeek-V3-0324"},"nebius":{"modelId":"deepseek-ai/DeepSeek-V3-0324","providerModelId":"deepseek-ai/DeepSeek-V3-0324-fast"},"novita":{"modelId":"Qwen/Qwen3-235B-A22B","providerModelId":"qwen/qwen3-235b-a22b-fp8"},"sambanova":{"modelId":"deepseek-ai/DeepSeek-V3-0324","providerModelId":"DeepSeek-V3-0324"},"together":{"modelId":"deepseek-ai/DeepSeek-R1","providerModelId":"deepseek-ai/DeepSeek-R1"}} }
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providersMapping={ {"cerebras":{"modelId":"meta-llama/Llama-3.3-70B-Instruct","providerModelId":"llama-3.3-70b"},"cohere":{"modelId":"CohereLabs/c4ai-command-a-03-2025","providerModelId":"command-a-03-2025"},"fireworks-ai":{"modelId":"Qwen/Qwen3-235B-A22B","providerModelId":"accounts/fireworks/models/qwen3-235b-a22b"},"hf-inference":{"modelId":"Qwen/Qwen3-235B-A22B","providerModelId":"Qwen/Qwen3-235B-A22B"},"hyperbolic":{"modelId":"deepseek-ai/DeepSeek-V3-0324","providerModelId":"deepseek-ai/DeepSeek-V3-0324"},"nebius":{"modelId":"Qwen/Qwen3-235B-A22B","providerModelId":"Qwen/Qwen3-235B-A22B"},"novita":{"modelId":"Qwen/Qwen3-235B-A22B","providerModelId":"qwen/qwen3-235b-a22b-fp8"},"sambanova":{"modelId":"deepseek-ai/DeepSeek-V3-0324","providerModelId":"DeepSeek-V3-0324"},"together":{"modelId":"deepseek-ai/DeepSeek-R1","providerModelId":"deepseek-ai/DeepSeek-R1"}} }
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| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;(#2)** | _object_ | |
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| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;type*** | _enum_ | Possible values: regex. |
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| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;value*** | _string_ | |
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| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;(#3)** | _object_ | |
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| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;type*** | _enum_ | Possible values: json_schema. |
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| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;value*** | _object_ | |
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| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;name** | _string_ | Optional name identifier for the schema |
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| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;schema*** | _unknown_ | The actual JSON schema definition |
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| **seed** | _integer_ | |
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| **stop** | _string[]_ | Up to 4 sequences where the API will stop generating further tokens. |
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| **stream** | _boolean_ | |

‎docs/inference-providers/tasks/feature-extraction.md‎

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### Recommended models
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- [thenlper/gte-large](https://huggingface.co/thenlper/gte-large): A powerful feature extraction model for natural language processing tasks.
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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=feature-extraction&sort=trending).
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<InferenceSnippet
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pipeline=feature-extraction
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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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providersMapping={ {"hf-inference":{"modelId":"intfloat/multilingual-e5-large","providerModelId":"intfloat/multilingual-e5-large"},"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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### Using the API
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There are currently no snippet examples for the **fill-mask** task, as no providers support it yet.
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<InferenceSnippet
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pipeline=fill-mask
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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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- [facebook/deit-base-distilled-patch16-224](https://huggingface.co/facebook/deit-base-distilled-patch16-224): A robust 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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### Using the API
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There are currently no snippet examples for the **image-classification** task, as no providers support it yet.
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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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/>
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‎docs/inference-providers/tasks/image-segmentation.md‎

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- [facebook/mask2former-swin-large-coco-panoptic](https://huggingface.co/facebook/mask2former-swin-large-coco-panoptic): Panoptic segmentation model trained on the COCO (common objects) 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=image-segmentation&sort=trending).
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There are currently no snippet examples for the **image-segmentation** task, as no providers support it yet.
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<InferenceSnippet
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pipeline=image-segmentation
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providersMapping={ {"hf-inference":{"modelId":"mattmdjaga/segformer_b2_clothes","providerModelId":"mattmdjaga/segformer_b2_clothes"}} }
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/>
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‎docs/inference-providers/tasks/image-to-image.md‎

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There are currently no snippet examples for the **image-to-image** task, as no providers support it yet.
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<InferenceSnippet
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pipeline=image-to-image
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providersMapping={ {"replicate":{"modelId":"stepfun-ai/Step1X-Edit","providerModelId":"zsxkib/step1x-edit"}} }
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/>
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