docs

Author: Vaibhavs10

docs/inference-providers/providers/cerebras.md

@@ -17,6 +17,10 @@ Logos must be in .png format and be named `cerebras-light.png` and `cerebras-dar
 For more details, check out the `generate.ts` script: https://github.com/huggingface/hub-docs/blob/main/scripts/inference-providers/scripts/generate.ts.
 --->
 
+<Tip>
+All supported  models can be found [here](https://huggingface.co/models?inference_provider=&sort=trending)
+</Tip>
+
 # Cerebras
 
 <div class="flex justify-center">
@@ -44,7 +48,7 @@ Find out more about Chat Completion (LLM) [here](../tasks/chat-completion).
 
 <InferenceSnippet
     pipeline=text-generation
-    providersMapping={ {"cerebras":{"modelId":"Qwen/Qwen3-32B","providerModelId":"qwen-3-32b"} } }
+    providersMapping={ {"cerebras":{"modelId":"meta-llama/Llama-3.3-70B-Instruct","providerModelId":"llama-3.3-70b"} } }
 conversational />
 
 

docs/inference-providers/providers/cohere.md

@@ -19,6 +19,10 @@ For more details, check out the `generate.ts` script: https://github.com/hugging
 
 # Cohere
 
+<Tip>
+All supported  models can be found [here](https://huggingface.co/models?inference_provider=&sort=trending)
+</Tip>
+
 <div class="flex justify-center">
     <a href="https://cohere.com/" target="_blank">
         <img class="block dark:hidden" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/inference-providers/logos/cohere-light.png"/>

docs/inference-providers/providers/fal-ai.md

@@ -19,6 +19,10 @@ For more details, check out the `generate.ts` script: https://github.com/hugging
 
 # Fal
 
+<Tip>
+All supported  models can be found [here](https://huggingface.co/models?inference_provider=&sort=trending)
+</Tip>
+
 <div class="flex justify-center">
     <a href="https://fal.ai/" target="_blank">
         <img class="block dark:hidden" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/inference-providers/logos/fal-ai-light.png"/>
@@ -48,6 +52,16 @@ Find out more about Automatic Speech Recognition [here](../tasks/automatic_speec
 />
 
 
+### Image To Image
+
+Find out more about Image To Image [here](../tasks/image_to_image).
+
+<InferenceSnippet
+    pipeline=image-to-image
+    providersMapping={ {"fal-ai":{"modelId":"black-forest-labs/FLUX.1-Kontext-dev","providerModelId":"fal-ai/flux-kontext/dev"} } }
+/>
+
+
 ### Text To Image
 
 Find out more about Text To Image [here](../tasks/text_to_image).
@@ -64,6 +78,6 @@ Find out more about Text To Video [here](../tasks/text_to_video).
 
 <InferenceSnippet
     pipeline=text-to-video
-    providersMapping={ {"fal-ai":{"modelId":"Lightricks/LTX-Video","providerModelId":"fal-ai/ltx-video"} } }
+    providersMapping={ {"fal-ai":{"modelId":"tencent/HunyuanVideo","providerModelId":"fal-ai/hunyuan-video"} } }
 />
 

docs/inference-providers/providers/featherless-ai.md

@@ -19,6 +19,10 @@ For more details, check out the `generate.ts` script: https://github.com/hugging
 
 # Featherless AI
 
+<Tip>
+All supported  models can be found [here](https://huggingface.co/models?inference_provider=&sort=trending)
+</Tip>
+
 <div class="flex justify-center">
     <a href="https://featherless.ai/" target="_blank">
         <img class="block dark:hidden" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/inference-providers/logos/featherless-ai-light.png"/>
@@ -46,7 +50,7 @@ Find out more about Chat Completion (LLM) [here](../tasks/chat-completion).
 
 <InferenceSnippet
     pipeline=text-generation
-    providersMapping={ {"featherless-ai":{"modelId":"mistralai/Magistral-Small-2506","providerModelId":"mistralai/Magistral-Small-2506"} } }
+    providersMapping={ {"featherless-ai":{"modelId":"deepseek-ai/DeepSeek-R1-0528","providerModelId":"deepseek-ai/DeepSeek-R1-0528"} } }
 conversational />
 
 
@@ -56,7 +60,7 @@ Find out more about Chat Completion (VLM) [here](../tasks/chat-completion).
 
 <InferenceSnippet
     pipeline=image-text-to-text
-    providersMapping={ {"featherless-ai":{"modelId":"google/gemma-3-27b-it","providerModelId":"google/gemma-3-27b-it"} } }
+    providersMapping={ {"featherless-ai":{"modelId":"google/medgemma-4b-it","providerModelId":"google/medgemma-4b-it"} } }
 conversational />
 
 
@@ -66,6 +70,6 @@ Find out more about Text Generation [here](../tasks/text_generation).
 
 <InferenceSnippet
     pipeline=text-generation
-    providersMapping={ {"featherless-ai":{"modelId":"mistralai/Magistral-Small-2506","providerModelId":"mistralai/Magistral-Small-2506"} } }
+    providersMapping={ {"featherless-ai":{"modelId":"deepseek-ai/DeepSeek-R1-0528","providerModelId":"deepseek-ai/DeepSeek-R1-0528"} } }
 />
 

docs/inference-providers/providers/fireworks-ai.md

@@ -19,6 +19,10 @@ For more details, check out the `generate.ts` script: https://github.com/hugging
 
 # Fireworks AI
 
+<Tip>
+All supported  models can be found [here](https://huggingface.co/models?inference_provider=&sort=trending)
+</Tip>
+
 <div class="flex justify-center">
     <a href="https://fireworks.ai/" target="_blank">
         <img class="block dark:hidden" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/inference-providers/logos/fireworks-ai-light.png"/>

docs/inference-providers/providers/groq.md

@@ -19,6 +19,10 @@ For more details, check out the `generate.ts` script: https://github.com/hugging
 
 # Groq
 
+<Tip>
+All supported  models can be found [here](https://huggingface.co/models?inference_provider=&sort=trending)
+</Tip>
+
 <div class="flex justify-center">
     <a href="https://groq.com/" target="_blank">
         <img class="block dark:hidden" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/inference-providers/logos/groq-light.png"/>
@@ -54,7 +58,7 @@ Find out more about Chat Completion (LLM) [here](../tasks/chat-completion).
 
 <InferenceSnippet
     pipeline=text-generation
-    providersMapping={ {"groq":{"modelId":"Qwen/Qwen3-32B","providerModelId":"qwen/qwen3-32b"} } }
+    providersMapping={ {"groq":{"modelId":"meta-llama/Llama-3.3-70B-Instruct","providerModelId":"llama-3.3-70b-versatile"} } }
 conversational />
 
 

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

@@ -19,6 +19,10 @@ For more details, check out the `generate.ts` script: https://github.com/hugging
 
 # HF Inference
 
+<Tip>
+All supported  models can be found [here](https://huggingface.co/models?inference_provider=&sort=trending)
+</Tip>
+
 <div class="flex justify-center">
     <a href="https://huggingface.co/" target="_blank">
         <img class="block dark:hidden" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/inference-providers/logos/hf-inference-light.png"/>
@@ -55,7 +59,7 @@ Find out more about Chat Completion (LLM) [here](../tasks/chat-completion).
 
 <InferenceSnippet
     pipeline=text-generation
-    providersMapping={ {"hf-inference":{"modelId":"sarvamai/sarvam-m","providerModelId":"sarvamai/sarvam-m"} } }
+    providersMapping={ {"hf-inference":{"modelId":"meta-llama/Llama-3.1-8B-Instruct","providerModelId":"meta-llama/Llama-3.1-8B-Instruct"} } }
 conversational />
 
 
@@ -65,7 +69,7 @@ Find out more about Chat Completion (VLM) [here](../tasks/chat-completion).
 
 <InferenceSnippet
     pipeline=image-text-to-text
-    providersMapping={ {"hf-inference":{"modelId":"meta-llama/Llama-3.2-11B-Vision-Instruct","providerModelId":"meta-llama/Llama-3.2-11B-Vision-Instruct"} } }
+    providersMapping={ {"hf-inference":{"modelId":"mistralai/Mistral-Small-3.1-24B-Instruct-2503","providerModelId":"mistralai/Mistral-Small-3.1-24B-Instruct-2503"} } }
 conversational />
 
 
@@ -135,7 +139,7 @@ Find out more about Summarization [here](../tasks/summarization).
 
 <InferenceSnippet
     pipeline=summarization
-    providersMapping={ {"hf-inference":{"modelId":"facebook/bart-large-cnn","providerModelId":"facebook/bart-large-cnn"} } }
+    providersMapping={ {"hf-inference":{"modelId":"Falconsai/text_summarization","providerModelId":"Falconsai/text_summarization"} } }
 />
 
 
@@ -155,7 +159,7 @@ Find out more about Text Classification [here](../tasks/text_classification).
 
 <InferenceSnippet
     pipeline=text-classification
-    providersMapping={ {"hf-inference":{"modelId":"distilbert/distilbert-base-uncased-finetuned-sst-2-english","providerModelId":"distilbert/distilbert-base-uncased-finetuned-sst-2-english"} } }
+    providersMapping={ {"hf-inference":{"modelId":"tabularisai/multilingual-sentiment-analysis","providerModelId":"tabularisai/multilingual-sentiment-analysis"} } }
 />
 
 
@@ -165,7 +169,7 @@ Find out more about Text Generation [here](../tasks/text_generation).
 
 <InferenceSnippet
     pipeline=text-generation
-    providersMapping={ {"hf-inference":{"modelId":"sarvamai/sarvam-m","providerModelId":"sarvamai/sarvam-m"} } }
+    providersMapping={ {"hf-inference":{"modelId":"meta-llama/Llama-3.1-8B-Instruct","providerModelId":"meta-llama/Llama-3.1-8B-Instruct"} } }
 />
 
 

docs/inference-providers/providers/hyperbolic.md

@@ -19,6 +19,10 @@ For more details, check out the `generate.ts` script: https://github.com/hugging
 
 # Hyperbolic: The On-Demand AI Cloud
 
+<Tip>
+All supported  models can be found [here](https://huggingface.co/models?inference_provider=&sort=trending)
+</Tip>
+
 <div class="flex justify-center">
     <a href="https://hyperbolic.xyz/" target="_blank">
         <img class="block dark:hidden" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/inference-providers/logos/hyperbolic-light.png"/>

docs/inference-providers/providers/nebius.md

@@ -19,6 +19,10 @@ For more details, check out the `generate.ts` script: https://github.com/hugging
 
 # Nebius
 
+<Tip>
+All supported  models can be found [here](https://huggingface.co/models?inference_provider=&sort=trending)
+</Tip>
+
 <div class="flex justify-center">
     <a href="https://nebius.com/" target="_blank">
         <img class="block dark:hidden" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/inference-providers/logos/nebius-light.png"/>
@@ -64,7 +68,7 @@ Find out more about Feature Extraction [here](../tasks/feature_extraction).
 
 <InferenceSnippet
     pipeline=feature-extraction
-    providersMapping={ {"nebius":{"modelId":"intfloat/e5-mistral-7b-instruct","providerModelId":"intfloat/e5-mistral-7b-instruct"} } }
+    providersMapping={ {"nebius":{"modelId":"Qwen/Qwen3-Embedding-8B","providerModelId":"Qwen/Qwen3-Embedding-8B"} } }
 />
 
 

docs/inference-providers/providers/novita.md

@@ -19,6 +19,10 @@ For more details, check out the `generate.ts` script: https://github.com/hugging
 
 # Novita
 
+<Tip>
+All supported  models can be found [here](https://huggingface.co/models?inference_provider=&sort=trending)
+</Tip>
+
 <div class="flex justify-center">
     <a href="https://novita.ai/" target="_blank">
         <img class="block dark:hidden" src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/inference-providers/logos/novita-light.png"/>