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10 changes: 10 additions & 0 deletions docs/inference-providers/providers/cerebras.md
Original file line number Diff line number Diff line change
Expand Up @@ -47,3 +47,13 @@ Find out more about Chat Completion (LLM) [here](../tasks/chat-completion).
providersMapping={ {"cerebras":{"modelId":"meta-llama/Llama-3.3-70B-Instruct","providerModelId":"llama-3.3-70b"} } }
conversational />


### Chat Completion (VLM)

Find out more about Chat Completion (VLM) [here](../tasks/chat-completion).

<InferenceSnippet
pipeline=image-text-to-text
providersMapping={ {"cerebras":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"llama-4-scout-17b-16e-instruct"} } }
conversational />

2 changes: 1 addition & 1 deletion docs/inference-providers/providers/fal-ai.md
Original file line number Diff line number Diff line change
Expand Up @@ -54,7 +54,7 @@ Find out more about Text To Image [here](../tasks/text_to_image).

<InferenceSnippet
pipeline=text-to-image
providersMapping={ {"fal-ai":{"modelId":"black-forest-labs/FLUX.1-dev","providerModelId":"fal-ai/flux/dev"} } }
providersMapping={ {"fal-ai":{"modelId":"HiDream-ai/HiDream-I1-Full","providerModelId":"fal-ai/hidream-i1-full"} } }
/>


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56 changes: 3 additions & 53 deletions docs/inference-providers/providers/hf-inference.md
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Expand Up @@ -39,16 +39,6 @@ If you are interested in deploying models to a dedicated and autoscaling infrast
## Supported tasks


### Audio Classification

Find out more about Audio Classification [here](../tasks/audio_classification).

<InferenceSnippet
pipeline=audio-classification
providersMapping={ {"hf-inference":{"modelId":"ehcalabres/wav2vec2-lg-xlsr-en-speech-emotion-recognition","providerModelId":"ehcalabres/wav2vec2-lg-xlsr-en-speech-emotion-recognition"} } }
/>


### Automatic Speech Recognition

Find out more about Automatic Speech Recognition [here](../tasks/automatic_speech_recognition).
Expand All @@ -75,7 +65,7 @@ Find out more about Chat Completion (VLM) [here](../tasks/chat-completion).

<InferenceSnippet
pipeline=image-text-to-text
providersMapping={ {"hf-inference":{"modelId":"google/gemma-3-27b-it","providerModelId":"google/gemma-3-27b-it"} } }
providersMapping={ {"hf-inference":{"modelId":"meta-llama/Llama-3.2-11B-Vision-Instruct","providerModelId":"meta-llama/Llama-3.2-11B-Vision-Instruct"} } }
conversational />


Expand All @@ -89,16 +79,6 @@ Find out more about Feature Extraction [here](../tasks/feature_extraction).
/>


### Fill Mask

Find out more about Fill Mask [here](../tasks/fill_mask).

<InferenceSnippet
pipeline=fill-mask
providersMapping={ {"hf-inference":{"modelId":"google-bert/bert-base-uncased","providerModelId":"google-bert/bert-base-uncased"} } }
/>


### Image Classification

Find out more about Image Classification [here](../tasks/image_classification).
Expand All @@ -109,16 +89,6 @@ Find out more about Image Classification [here](../tasks/image_classification).
/>


### Image To Image

Find out more about Image To Image [here](../tasks/image_to_image).

<InferenceSnippet
pipeline=image-to-image
providersMapping={ {"hf-inference":{"modelId":"enhanceaiteam/Flux-Uncensored-V2","providerModelId":"black-forest-labs/FLUX.1-dev"} } }
/>


### Object Detection

Find out more about Object Detection [here](../tasks/object_detection).
Expand All @@ -129,16 +99,6 @@ Find out more about Object Detection [here](../tasks/object_detection).
/>


### Question Answering

Find out more about Question Answering [here](../tasks/question_answering).

<InferenceSnippet
pipeline=question-answering
providersMapping={ {"hf-inference":{"modelId":"deepset/gelectra-large-germanquad","providerModelId":"deepset/gelectra-large-germanquad"} } }
/>


### Summarization

Find out more about Summarization [here](../tasks/summarization).
Expand Down Expand Up @@ -179,23 +139,13 @@ Find out more about Text To Image [here](../tasks/text_to_image).
/>


### Text To Video

Find out more about Text To Video [here](../tasks/text_to_video).

<InferenceSnippet
pipeline=text-to-video
providersMapping={ {"hf-inference":{"modelId":"AdamLucek/Wan2.1-T2V-14B-OldBookIllustrations","providerModelId":"black-forest-labs/FLUX.1-dev"} } }
/>


### Token Classification

Find out more about Token Classification [here](../tasks/token_classification).

<InferenceSnippet
pipeline=token-classification
providersMapping={ {"hf-inference":{"modelId":"dbmdz/bert-large-cased-finetuned-conll03-english","providerModelId":"dbmdz/bert-large-cased-finetuned-conll03-english"} } }
providersMapping={ {"hf-inference":{"modelId":"dslim/bert-base-NER","providerModelId":"dslim/bert-base-NER"} } }
/>


Expand All @@ -205,7 +155,7 @@ Find out more about Translation [here](../tasks/translation).

<InferenceSnippet
pipeline=translation
providersMapping={ {"hf-inference":{"modelId":"facebook/nllb-200-distilled-600M","providerModelId":"facebook/nllb-200-distilled-600M"} } }
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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14 changes: 3 additions & 11 deletions docs/inference-providers/providers/novita.md
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Expand Up @@ -33,7 +33,9 @@ For more details, check out the `generate.ts` script: https://github.com/hugging
</a>
</div>

​Novita AI is a comprehensive AI cloud platform that provides developers and businesses with access to over 200 APIs for tasks such as image generation, video processing, audio synthesis, and large language models.
[Novita](https://novita.ai) is the go-to inference platform for AI developers seeking a low-cost, reliable, and simple solution for shipping AI models.

Offering 200+ APIs (LLMs, image, video, audio) with fully managed deployment — enterprise-grade, scalable, and maintenance-free.

## Supported tasks

Expand All @@ -57,13 +59,3 @@ Find out more about Chat Completion (VLM) [here](../tasks/chat-completion).
providersMapping={ {"novita":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"meta-llama/llama-4-scout-17b-16e-instruct"} } }
conversational />


### Text To Video

Find out more about Text To Video [here](../tasks/text_to_video).

<InferenceSnippet
pipeline=text-to-video
providersMapping={ {"novita":{"modelId":"Wan-AI/Wan2.1-T2V-14B","providerModelId":"wan-t2v"} } }
/>

10 changes: 10 additions & 0 deletions docs/inference-providers/providers/sambanova.md
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Expand Up @@ -39,6 +39,16 @@ Customers are turning to SambaNova to quickly deploy state-of-the-art AI and dee
## Supported tasks


### Automatic Speech Recognition

Find out more about Automatic Speech Recognition [here](../tasks/automatic_speech_recognition).

<InferenceSnippet
pipeline=automatic-speech-recognition
providersMapping={ {"sambanova":{"modelId":"openai/whisper-large-v3","providerModelId":"Whisper-Large-v3"} } }
/>


### Chat Completion (LLM)

Find out more about Chat Completion (LLM) [here](../tasks/chat-completion).
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8 changes: 1 addition & 7 deletions docs/inference-providers/tasks/audio-classification.md
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Expand Up @@ -29,19 +29,13 @@ For more details about the `audio-classification` task, check out its [dedicated

### Recommended models

- [speechbrain/google_speech_command_xvector](https://huggingface.co/speechbrain/google_speech_command_xvector): An easy-to-use model for command recognition.
- [ehcalabres/wav2vec2-lg-xlsr-en-speech-emotion-recognition](https://huggingface.co/ehcalabres/wav2vec2-lg-xlsr-en-speech-emotion-recognition): An emotion recognition model.
- [facebook/mms-lid-126](https://huggingface.co/facebook/mms-lid-126): A language identification model.

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).

### Using the API


<InferenceSnippet
pipeline=audio-classification
providersMapping={ {"hf-inference":{"modelId":"ehcalabres/wav2vec2-lg-xlsr-en-speech-emotion-recognition","providerModelId":"ehcalabres/wav2vec2-lg-xlsr-en-speech-emotion-recognition"}} }
/>
No snippet available for this task.



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Original file line number Diff line number Diff line change
Expand Up @@ -30,7 +30,6 @@ For more details about the `automatic-speech-recognition` task, check out its [d
### Recommended models

- [openai/whisper-large-v3](https://huggingface.co/openai/whisper-large-v3): A powerful ASR model by OpenAI.
- [facebook/seamless-m4t-v2-large](https://huggingface.co/facebook/seamless-m4t-v2-large): An end-to-end model that performs ASR and Speech Translation by MetaAI.

Explore all available models and find the one that suits you best [here](https://huggingface.co/models?inference=warm&pipeline_tag=automatic-speech-recognition&sort=trending).

Expand All @@ -39,7 +38,7 @@ Explore all available models and find the one that suits you best [here](https:/

<InferenceSnippet
pipeline=automatic-speech-recognition
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"}} }
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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9 changes: 5 additions & 4 deletions docs/inference-providers/tasks/chat-completion.md
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Expand Up @@ -22,6 +22,7 @@ This is a subtask of [`text-generation`](https://huggingface.co/docs/inference-p
#### Conversational Large Language Models (LLMs)

- [google/gemma-2-2b-it](https://huggingface.co/google/gemma-2-2b-it): A text-generation model trained to follow instructions.
- [deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B): Smaller variant of one of the most powerful models.
- [meta-llama/Meta-Llama-3.1-8B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B-Instruct): Very powerful text generation model trained to follow instructions.
- [microsoft/phi-4](https://huggingface.co/microsoft/phi-4): Powerful text generation model by Microsoft.
- [Qwen/Qwen2.5-Coder-32B-Instruct](https://huggingface.co/Qwen/Qwen2.5-Coder-32B-Instruct): Text generation model used to write code.
Expand Down Expand Up @@ -69,7 +70,7 @@ conversational />

<InferenceSnippet
pipeline=image-text-to-text
providersMapping={ {"cerebras":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"llama-4-scout-17b-16e-instruct"},"cohere":{"modelId":"CohereLabs/aya-vision-8b","providerModelId":"c4ai-aya-vision-8b"},"fireworks-ai":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"accounts/fireworks/models/llama4-scout-instruct-basic"},"hf-inference":{"modelId":"meta-llama/Llama-3.2-11B-Vision-Instruct","providerModelId":"meta-llama/Llama-3.2-11B-Vision-Instruct"},"hyperbolic":{"modelId":"Qwen/Qwen2.5-VL-7B-Instruct","providerModelId":"Qwen/Qwen2.5-VL-7B-Instruct"},"nebius":{"modelId":"mistralai/Mistral-Small-3.1-24B-Instruct-2503","providerModelId":"mistralai/Mistral-Small-3.1-24B-Instruct-2503"},"novita":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"meta-llama/llama-4-scout-17b-16e-instruct"},"sambanova":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"Llama-4-Scout-17B-16E-Instruct"},"together":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct"}} }
providersMapping={ {"cerebras":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"llama-4-scout-17b-16e-instruct"},"cohere":{"modelId":"CohereLabs/aya-vision-8b","providerModelId":"c4ai-aya-vision-8b"},"fireworks-ai":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"accounts/fireworks/models/llama4-scout-instruct-basic"},"hf-inference":{"modelId":"meta-llama/Llama-3.2-11B-Vision-Instruct","providerModelId":"meta-llama/Llama-3.2-11B-Vision-Instruct"},"hyperbolic":{"modelId":"Qwen/Qwen2.5-VL-7B-Instruct","providerModelId":"Qwen/Qwen2.5-VL-7B-Instruct"},"nebius":{"modelId":"google/gemma-3-27b-it","providerModelId":"google/gemma-3-27b-it-fast"},"novita":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"meta-llama/llama-4-scout-17b-16e-instruct"},"sambanova":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"Llama-4-Scout-17B-16E-Instruct"},"together":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct"}} }
conversational />


Expand Down Expand Up @@ -104,7 +105,7 @@ conversational />
| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;(#2)** | _object_ | |
| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;tool_calls*** | _object[]_ | |
| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;function*** | _object_ | |
| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;arguments*** | _unknown_ | |
| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;parameters*** | _unknown_ | |
| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;description** | _string_ | |
| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&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_ | |
| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;id*** | _string_ | |
Expand Down Expand Up @@ -136,7 +137,7 @@ conversational />
| **tool_prompt** | _string_ | A prompt to be appended before the tools |
| **tools** | _object[]_ | A list of tools the model may call. Currently, only functions are supported as a tool. Use this to provide a list of functions the model may generate JSON inputs for. |
| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;function*** | _object_ | |
| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;arguments*** | _unknown_ | |
| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;parameters*** | _unknown_ | |
| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;description** | _string_ | |
| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;name*** | _string_ | |
| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;type*** | _string_ | |
Expand Down Expand Up @@ -170,7 +171,7 @@ If `stream` is `false` (default), the response will be a JSON object with the fo
| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;role** | _string_ | |
| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;tool_calls** | _object[]_ | |
| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;function** | _object_ | |
| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;arguments** | _unknown_ | |
| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;arguments** | _string_ | |
| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;description** | _string_ | |
| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&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_ | |
| **&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;id** | _string_ | |
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1 change: 0 additions & 1 deletion docs/inference-providers/tasks/feature-extraction.md
Original file line number Diff line number Diff line change
Expand Up @@ -29,7 +29,6 @@ For more details about the `feature-extraction` task, check out its [dedicated p

### Recommended models

- [thenlper/gte-large](https://huggingface.co/thenlper/gte-large): A powerful feature extraction model for natural language processing tasks.

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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6 changes: 1 addition & 5 deletions docs/inference-providers/tasks/fill-mask.md
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Expand Up @@ -24,17 +24,13 @@ For more details about the `fill-mask` task, check out its [dedicated page](http

### Recommended models

- [FacebookAI/xlm-roberta-base](https://huggingface.co/FacebookAI/xlm-roberta-base): A multilingual model trained on 100 languages.

Explore all available models and find the one that suits you best [here](https://huggingface.co/models?inference=warm&pipeline_tag=fill-mask&sort=trending).

### Using the API


<InferenceSnippet
pipeline=fill-mask
providersMapping={ {"hf-inference":{"modelId":"google-bert/bert-base-uncased","providerModelId":"google-bert/bert-base-uncased"}} }
/>
No snippet available for this task.



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3 changes: 0 additions & 3 deletions docs/inference-providers/tasks/image-classification.md
Original file line number Diff line number Diff line change
Expand Up @@ -24,9 +24,6 @@ For more details about the `image-classification` task, check out its [dedicated

### Recommended models

- [google/vit-base-patch16-224](https://huggingface.co/google/vit-base-patch16-224): A strong image classification model.
- [facebook/deit-base-distilled-patch16-224](https://huggingface.co/facebook/deit-base-distilled-patch16-224): A robust image classification model.
- [facebook/convnext-large-224](https://huggingface.co/facebook/convnext-large-224): A strong image classification model.

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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2 changes: 0 additions & 2 deletions docs/inference-providers/tasks/image-segmentation.md
Original file line number Diff line number Diff line change
Expand Up @@ -24,8 +24,6 @@ For more details about the `image-segmentation` task, check out its [dedicated p

### Recommended models

- [openmmlab/upernet-convnext-small](https://huggingface.co/openmmlab/upernet-convnext-small): Solid semantic segmentation model trained on ADE20k.
- [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.

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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5 changes: 1 addition & 4 deletions docs/inference-providers/tasks/image-to-image.md
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Expand Up @@ -35,10 +35,7 @@ Explore all available models and find the one that suits you best [here](https:/
### Using the API


<InferenceSnippet
pipeline=image-to-image
providersMapping={ {"hf-inference":{"modelId":"enhanceaiteam/Flux-Uncensored-V2","providerModelId":"black-forest-labs/FLUX.1-dev"}} }
/>
No snippet available for this task.



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