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Nov 17, 2025
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[Bot] Update Inference Providers documentation #2058

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2 changes: 1 addition & 1 deletion docs/inference-providers/providers/cohere.md
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Expand Up @@ -59,6 +59,6 @@ Find out more about Chat Completion (VLM) [here](../tasks/chat-completion).

<InferenceSnippet
pipeline=image-text-to-text
providersMapping={ {"cohere":{"modelId":"CohereLabs/command-a-vision-07-2025","providerModelId":"command-a-vision-07-2025"} } }
providersMapping={ {"cohere":{"modelId":"CohereLabs/aya-vision-32b","providerModelId":"c4ai-aya-vision-32b"} } }
conversational />

4 changes: 2 additions & 2 deletions docs/inference-providers/providers/featherless-ai.md
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Expand Up @@ -49,7 +49,7 @@ Find out more about Chat Completion (LLM) [here](../tasks/chat-completion).

<InferenceSnippet
pipeline=text-generation
providersMapping={ {"featherless-ai":{"modelId":"meta-llama/Llama-3.1-8B-Instruct","providerModelId":"meta-llama/Meta-Llama-3.1-8B-Instruct"} } }
providersMapping={ {"featherless-ai":{"modelId":"moonshotai/Kimi-K2-Thinking","providerModelId":"moonshotai/Kimi-K2-Thinking"} } }
conversational />


Expand All @@ -69,6 +69,6 @@ Find out more about Text Generation [here](../tasks/text_generation).

<InferenceSnippet
pipeline=text-generation
providersMapping={ {"featherless-ai":{"modelId":"meta-llama/Llama-3.1-8B-Instruct","providerModelId":"meta-llama/Meta-Llama-3.1-8B-Instruct"} } }
providersMapping={ {"featherless-ai":{"modelId":"moonshotai/Kimi-K2-Thinking","providerModelId":"moonshotai/Kimi-K2-Thinking"} } }
/>

4 changes: 2 additions & 2 deletions docs/inference-providers/providers/hf-inference.md
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Expand Up @@ -140,7 +140,7 @@ Find out more about Table Question Answering [here](../tasks/table_question_answ

<InferenceSnippet
pipeline=table-question-answering
providersMapping={ {"hf-inference":{"modelId":"google/tapas-base-finetuned-wtq","providerModelId":"google/tapas-base-finetuned-wtq"} } }
providersMapping={ {"hf-inference":{"modelId":"google/tapas-large-finetuned-wtq","providerModelId":"google/tapas-large-finetuned-wtq"} } }
/>


Expand All @@ -150,7 +150,7 @@ Find out more about Text Classification [here](../tasks/text_classification).

<InferenceSnippet
pipeline=text-classification
providersMapping={ {"hf-inference":{"modelId":"ProsusAI/finbert","providerModelId":"ProsusAI/finbert"} } }
providersMapping={ {"hf-inference":{"modelId":"tabularisai/multilingual-sentiment-analysis","providerModelId":"tabularisai/multilingual-sentiment-analysis"} } }
/>


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4 changes: 2 additions & 2 deletions docs/inference-providers/providers/replicate.md
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Expand Up @@ -57,7 +57,7 @@ Find out more about Image To Image [here](../tasks/image_to_image).

<InferenceSnippet
pipeline=image-to-image
providersMapping={ {"replicate":{"modelId":"Qwen/Qwen-Image-Edit","providerModelId":"qwen/qwen-image-edit"} } }
providersMapping={ {"replicate":{"modelId":"black-forest-labs/FLUX.1-Kontext-dev","providerModelId":"black-forest-labs/flux-kontext-dev"} } }
/>


Expand All @@ -67,7 +67,7 @@ Find out more about Text To Image [here](../tasks/text_to_image).

<InferenceSnippet
pipeline=text-to-image
providersMapping={ {"replicate":{"modelId":"briaai/FIBO","providerModelId":"bria/fibo"} } }
providersMapping={ {"replicate":{"modelId":"black-forest-labs/FLUX.1-dev","providerModelId":"black-forest-labs/flux-dev"} } }
/>


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2 changes: 1 addition & 1 deletion docs/inference-providers/providers/wavespeed.md
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Expand Up @@ -47,7 +47,7 @@ Find out more about Image To Image [here](../tasks/image_to_image).

<InferenceSnippet
pipeline=image-to-image
providersMapping={ {"wavespeed":{"modelId":"Qwen/Qwen-Image-Edit","providerModelId":"wavespeed-ai/qwen-image/edit"} } }
providersMapping={ {"wavespeed":{"modelId":"dx8152/Qwen-Edit-2509-Multiple-angles","providerModelId":"wavespeed-ai/qwen-image/edit-plus-lora"} } }
/>


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4 changes: 2 additions & 2 deletions docs/inference-providers/tasks/chat-completion.md
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Expand Up @@ -64,7 +64,7 @@ The API supports:

<InferenceSnippet
pipeline=text-generation
providersMapping={ {"cerebras":{"modelId":"zai-org/GLM-4.6","providerModelId":"zai-glm-4.6"},"cohere":{"modelId":"CohereLabs/aya-expanse-32b","providerModelId":"c4ai-aya-expanse-32b"},"featherless-ai":{"modelId":"meta-llama/Llama-3.1-8B-Instruct","providerModelId":"meta-llama/Meta-Llama-3.1-8B-Instruct"},"fireworks-ai":{"modelId":"openai/gpt-oss-20b","providerModelId":"accounts/fireworks/models/gpt-oss-20b"},"groq":{"modelId":"openai/gpt-oss-20b","providerModelId":"openai/gpt-oss-20b"},"hf-inference":{"modelId":"katanemo/Arch-Router-1.5B","providerModelId":"katanemo/Arch-Router-1.5B"},"hyperbolic":{"modelId":"openai/gpt-oss-20b","providerModelId":"openai/gpt-oss-20b"},"nebius":{"modelId":"openai/gpt-oss-20b","providerModelId":"openai/gpt-oss-20b"},"novita":{"modelId":"MiniMaxAI/MiniMax-M2","providerModelId":"minimax/minimax-m2"},"nscale":{"modelId":"openai/gpt-oss-20b","providerModelId":"openai/gpt-oss-20b"},"publicai":{"modelId":"swiss-ai/Apertus-8B-Instruct-2509","providerModelId":"swiss-ai/apertus-8b-instruct"},"sambanova":{"modelId":"meta-llama/Llama-3.1-8B-Instruct","providerModelId":"Meta-Llama-3.1-8B-Instruct"},"scaleway":{"modelId":"meta-llama/Llama-3.1-8B-Instruct","providerModelId":"llama-3.1-8b-instruct"},"together":{"modelId":"moonshotai/Kimi-K2-Thinking","providerModelId":"moonshotai/Kimi-K2-Thinking"},"zai-org":{"modelId":"zai-org/GLM-4.6","providerModelId":"glm-4.6"}} }
providersMapping={ {"cerebras":{"modelId":"zai-org/GLM-4.6","providerModelId":"zai-glm-4.6"},"cohere":{"modelId":"CohereLabs/aya-expanse-32b","providerModelId":"c4ai-aya-expanse-32b"},"featherless-ai":{"modelId":"moonshotai/Kimi-K2-Thinking","providerModelId":"moonshotai/Kimi-K2-Thinking"},"fireworks-ai":{"modelId":"openai/gpt-oss-20b","providerModelId":"accounts/fireworks/models/gpt-oss-20b"},"groq":{"modelId":"openai/gpt-oss-20b","providerModelId":"openai/gpt-oss-20b"},"hf-inference":{"modelId":"katanemo/Arch-Router-1.5B","providerModelId":"katanemo/Arch-Router-1.5B"},"hyperbolic":{"modelId":"openai/gpt-oss-20b","providerModelId":"openai/gpt-oss-20b"},"nebius":{"modelId":"openai/gpt-oss-20b","providerModelId":"openai/gpt-oss-20b"},"novita":{"modelId":"MiniMaxAI/MiniMax-M2","providerModelId":"minimax/minimax-m2"},"nscale":{"modelId":"openai/gpt-oss-20b","providerModelId":"openai/gpt-oss-20b"},"publicai":{"modelId":"swiss-ai/Apertus-8B-Instruct-2509","providerModelId":"swiss-ai/apertus-8b-instruct"},"sambanova":{"modelId":"meta-llama/Llama-3.1-8B-Instruct","providerModelId":"Meta-Llama-3.1-8B-Instruct"},"scaleway":{"modelId":"meta-llama/Llama-3.1-8B-Instruct","providerModelId":"llama-3.1-8b-instruct"},"together":{"modelId":"moonshotai/Kimi-K2-Thinking","providerModelId":"moonshotai/Kimi-K2-Thinking"},"zai-org":{"modelId":"zai-org/GLM-4.6","providerModelId":"glm-4.6"}} }
conversational />


Expand All @@ -74,7 +74,7 @@ conversational />

<InferenceSnippet
pipeline=image-text-to-text
providersMapping={ {"cohere":{"modelId":"CohereLabs/command-a-vision-07-2025","providerModelId":"command-a-vision-07-2025"},"featherless-ai":{"modelId":"google/gemma-3-27b-it","providerModelId":"google/gemma-3-27b-it"},"fireworks-ai":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"accounts/fireworks/models/llama4-scout-instruct-basic"},"groq":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"meta-llama/llama-4-scout-17b-16e-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":"deepseek-ai/DeepSeek-OCR","providerModelId":"deepseek/deepseek-ocr"},"nscale":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct"},"sambanova":{"modelId":"meta-llama/Llama-4-Maverick-17B-128E-Instruct","providerModelId":"Llama-4-Maverick-17B-128E-Instruct"},"scaleway":{"modelId":"google/gemma-3-27b-it","providerModelId":"gemma-3-27b-it"},"together":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct"},"zai-org":{"modelId":"zai-org/GLM-4.5V","providerModelId":"glm-4.5v"}} }
providersMapping={ {"cohere":{"modelId":"CohereLabs/aya-vision-32b","providerModelId":"c4ai-aya-vision-32b"},"featherless-ai":{"modelId":"google/gemma-3-27b-it","providerModelId":"google/gemma-3-27b-it"},"fireworks-ai":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"accounts/fireworks/models/llama4-scout-instruct-basic"},"groq":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"meta-llama/llama-4-scout-17b-16e-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":"deepseek-ai/DeepSeek-OCR","providerModelId":"deepseek/deepseek-ocr"},"nscale":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct"},"sambanova":{"modelId":"meta-llama/Llama-4-Maverick-17B-128E-Instruct","providerModelId":"Llama-4-Maverick-17B-128E-Instruct"},"scaleway":{"modelId":"google/gemma-3-27b-it","providerModelId":"gemma-3-27b-it"},"together":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct"},"zai-org":{"modelId":"zai-org/GLM-4.5V","providerModelId":"glm-4.5v"}} }
conversational />


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2 changes: 1 addition & 1 deletion docs/inference-providers/tasks/image-text-to-text.md
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Expand Up @@ -31,7 +31,7 @@ Explore all available models and find the one that suits you best [here](https:/

<InferenceSnippet
pipeline=image-text-to-text
providersMapping={ {"cohere":{"modelId":"CohereLabs/command-a-vision-07-2025","providerModelId":"command-a-vision-07-2025"},"featherless-ai":{"modelId":"google/gemma-3-27b-it","providerModelId":"google/gemma-3-27b-it"},"fireworks-ai":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"accounts/fireworks/models/llama4-scout-instruct-basic"},"groq":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"meta-llama/llama-4-scout-17b-16e-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":"deepseek-ai/DeepSeek-OCR","providerModelId":"deepseek/deepseek-ocr"},"nscale":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct"},"sambanova":{"modelId":"meta-llama/Llama-4-Maverick-17B-128E-Instruct","providerModelId":"Llama-4-Maverick-17B-128E-Instruct"},"scaleway":{"modelId":"google/gemma-3-27b-it","providerModelId":"gemma-3-27b-it"},"together":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct"},"zai-org":{"modelId":"zai-org/GLM-4.5V","providerModelId":"glm-4.5v"}} }
providersMapping={ {"cohere":{"modelId":"CohereLabs/aya-vision-32b","providerModelId":"c4ai-aya-vision-32b"},"featherless-ai":{"modelId":"google/gemma-3-27b-it","providerModelId":"google/gemma-3-27b-it"},"fireworks-ai":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"accounts/fireworks/models/llama4-scout-instruct-basic"},"groq":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"meta-llama/llama-4-scout-17b-16e-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":"deepseek-ai/DeepSeek-OCR","providerModelId":"deepseek/deepseek-ocr"},"nscale":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct"},"sambanova":{"modelId":"meta-llama/Llama-4-Maverick-17B-128E-Instruct","providerModelId":"Llama-4-Maverick-17B-128E-Instruct"},"scaleway":{"modelId":"google/gemma-3-27b-it","providerModelId":"gemma-3-27b-it"},"together":{"modelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct","providerModelId":"meta-llama/Llama-4-Scout-17B-16E-Instruct"},"zai-org":{"modelId":"zai-org/GLM-4.5V","providerModelId":"glm-4.5v"}} }
conversational />


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2 changes: 1 addition & 1 deletion docs/inference-providers/tasks/image-to-image.md
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Expand Up @@ -37,7 +37,7 @@ Explore all available models and find the one that suits you best [here](https:/

<InferenceSnippet
pipeline=image-to-image
providersMapping={ {"fal-ai":{"modelId":"nvidia/ChronoEdit-14B-Diffusers","providerModelId":"fal-ai/chrono-edit"},"replicate":{"modelId":"Qwen/Qwen-Image-Edit","providerModelId":"qwen/qwen-image-edit"},"wavespeed":{"modelId":"Qwen/Qwen-Image-Edit","providerModelId":"wavespeed-ai/qwen-image/edit"}} }
providersMapping={ {"fal-ai":{"modelId":"nvidia/ChronoEdit-14B-Diffusers","providerModelId":"fal-ai/chrono-edit"},"replicate":{"modelId":"black-forest-labs/FLUX.1-Kontext-dev","providerModelId":"black-forest-labs/flux-kontext-dev"},"wavespeed":{"modelId":"dx8152/Qwen-Edit-2509-Multiple-angles","providerModelId":"wavespeed-ai/qwen-image/edit-plus-lora"}} }
/>


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2 changes: 1 addition & 1 deletion docs/inference-providers/tasks/table-question-answering.md
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Expand Up @@ -31,7 +31,7 @@ Explore all available models and find the one that suits you best [here](https:/

<InferenceSnippet
pipeline=table-question-answering
providersMapping={ {"hf-inference":{"modelId":"google/tapas-base-finetuned-wtq","providerModelId":"google/tapas-base-finetuned-wtq"}} }
providersMapping={ {"hf-inference":{"modelId":"google/tapas-large-finetuned-wtq","providerModelId":"google/tapas-large-finetuned-wtq"}} }
/>


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2 changes: 1 addition & 1 deletion docs/inference-providers/tasks/text-classification.md
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Expand Up @@ -35,7 +35,7 @@ Explore all available models and find the one that suits you best [here](https:/

<InferenceSnippet
pipeline=text-classification
providersMapping={ {"hf-inference":{"modelId":"ProsusAI/finbert","providerModelId":"ProsusAI/finbert"}} }
providersMapping={ {"hf-inference":{"modelId":"tabularisai/multilingual-sentiment-analysis","providerModelId":"tabularisai/multilingual-sentiment-analysis"}} }
/>


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4 changes: 2 additions & 2 deletions docs/inference-providers/tasks/text-generation.md
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Expand Up @@ -16,7 +16,7 @@ For more details, check out:

Generate text based on a prompt.

If you are interested in a Chat Completion task, which generates a response based on a list of messages, check out the [`chat-completion`](./chat_completion) task.
If you are interested in a Chat Completion task, which generates a response based on a list of messages, check out the [`chat-completion`](./chat-completion) task.

> [!TIP]
> For more details about the `text-generation` task, check out its [dedicated page](https://huggingface.co/tasks/text-generation)! You will find examples and related materials.
Expand All @@ -40,7 +40,7 @@ Explore all available models and find the one that suits you best [here](https:/

<InferenceSnippet
pipeline=text-generation
providersMapping={ {"featherless-ai":{"modelId":"meta-llama/Llama-3.1-8B-Instruct","providerModelId":"meta-llama/Meta-Llama-3.1-8B-Instruct"},"hf-inference":{"modelId":"katanemo/Arch-Router-1.5B","providerModelId":"katanemo/Arch-Router-1.5B"}} }
providersMapping={ {"featherless-ai":{"modelId":"moonshotai/Kimi-K2-Thinking","providerModelId":"moonshotai/Kimi-K2-Thinking"},"hf-inference":{"modelId":"katanemo/Arch-Router-1.5B","providerModelId":"katanemo/Arch-Router-1.5B"}} }
/>


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2 changes: 1 addition & 1 deletion docs/inference-providers/tasks/text-to-image.md
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Expand Up @@ -34,7 +34,7 @@ Explore all available models and find the one that suits you best [here](https:/

<InferenceSnippet
pipeline=text-to-image
providersMapping={ {"fal-ai":{"modelId":"briaai/FIBO","providerModelId":"bria/fibo/generate"},"hf-inference":{"modelId":"black-forest-labs/FLUX.1-dev","providerModelId":"black-forest-labs/FLUX.1-dev"},"nebius":{"modelId":"black-forest-labs/FLUX.1-dev","providerModelId":"black-forest-labs/flux-dev"},"nscale":{"modelId":"stabilityai/stable-diffusion-xl-base-1.0","providerModelId":"stabilityai/stable-diffusion-xl-base-1.0"},"replicate":{"modelId":"briaai/FIBO","providerModelId":"bria/fibo"},"together":{"modelId":"black-forest-labs/FLUX.1-dev","providerModelId":"black-forest-labs/FLUX.1-dev"},"wavespeed":{"modelId":"black-forest-labs/FLUX.1-dev","providerModelId":"wavespeed-ai/flux-dev"}} }
providersMapping={ {"fal-ai":{"modelId":"briaai/FIBO","providerModelId":"bria/fibo/generate"},"hf-inference":{"modelId":"black-forest-labs/FLUX.1-dev","providerModelId":"black-forest-labs/FLUX.1-dev"},"nebius":{"modelId":"black-forest-labs/FLUX.1-dev","providerModelId":"black-forest-labs/flux-dev"},"nscale":{"modelId":"stabilityai/stable-diffusion-xl-base-1.0","providerModelId":"stabilityai/stable-diffusion-xl-base-1.0"},"replicate":{"modelId":"black-forest-labs/FLUX.1-dev","providerModelId":"black-forest-labs/flux-dev"},"together":{"modelId":"black-forest-labs/FLUX.1-dev","providerModelId":"black-forest-labs/FLUX.1-dev"},"wavespeed":{"modelId":"black-forest-labs/FLUX.1-dev","providerModelId":"wavespeed-ai/flux-dev"}} }
/>


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