From bcac8a28209ab408a3b2bb6b64212f681f6406cc Mon Sep 17 00:00:00 2001 From: Chris Alexiuk Date: Thu, 23 Oct 2025 15:45:22 -0400 Subject: [PATCH 1/5] NVIDIA Nemotron vLLM Blog Signed-off-by: Chris Alexiuk --- _posts/2025-10-23-.md | 152 ++++++++++++++++++ .../2025-vllm-nvidia-nemotron/figure1.png | Bin 0 -> 39947 bytes .../2025-vllm-nvidia-nemotron/figure2.png | Bin 0 -> 47676 bytes 3 files changed, 152 insertions(+) create mode 100644 _posts/2025-10-23-.md create mode 100644 assets/figures/2025-vllm-nvidia-nemotron/figure1.png create mode 100644 assets/figures/2025-vllm-nvidia-nemotron/figure2.png diff --git a/_posts/2025-10-23-.md b/_posts/2025-10-23-.md new file mode 100644 index 0000000..d625b44 --- /dev/null +++ b/_posts/2025-10-23-.md @@ -0,0 +1,152 @@ +--- +layout: post +title: "Now Serving NVIDIA Nemotron with vLLM" +author: "NVIDIA Nemotron Team" +--- + +Agentic AI systems, capable of reasoning, planning, and taking autonomous actions, are powering the next leap in developer applications. To build these systems, developers need tools that are open, efficient, and ready to scale. And, as demand for agents grows, open, performant models are the key as they provide transparency, adaptability, and cost-control. + +[NVIDIA Nemotron](https://developer.nvidia.com/nemotron) is a family of open models, datasets, and technologies that unlock developers to build highly efficient and accurate models for specialized agentic AI. + +**vLLM Now Supports NVIDIA Nemotron** + +vLLM provides a seamless path to deploying the open family of NVIDIA Nemotron, letting developers spin up agentic, high-accuracy inference on both data center and edge hardware—optimized for throughput and accuracy. Nemotron models are ready to serve out-of-the-box with vLLM, using open weights and open data for reproducible, production-grade agents. + +**NVIDIA Nemotron Nano 2** + +The latest addition to this family is the [NVIDIA Nemotron Nano 2](https://huggingface.co/nvidia/NVIDIA-Nemotron-Nano-9B-v2), a highly efficient small language reasoning model with a [hybrid Transformer–Mamba architecture](https://arxiv.org/pdf/2504.03624) and a configurable thinking budget. This allows developers to dial accuracy, throughput, and cost to match their real‑world application needs. + +- **Open:** Available on [Hugging Face](https://huggingface.co/nvidia/NVIDIA-Nemotron-Nano-9B-v2), this model provides leading accuracy for reasoning, coding, and various agentic tasks including instruction following, tool calling, and long context chat. Over 9T tokens of [pre- and post-training data](https://huggingface.co/nvidia/datasets?search=nemotron), generated and curated by NVIDIA and available with a very permissible license, is also released on Hugging Face. + +- **Efficient:** Nemotron Nano 2, thanks to the hybrid architecture, produces critical thinking tokens up to 6 times faster compared to the next best open dense model of a similar size using vLLM. Higher throughput allows the model to think faster, explore larger search space, do better self reflection, and deliver higher accuracy. + + ![image](../assets/figures/2025-vllm-nvidia-nemotron/figure1.png) + > Figure 1: Chart showing accuracy of Nemotron Nano 2 9B on various popular benchmarks +- **Optimized Thinking:** The model has a new feature called thinking budget which avoids agent overthinking and optimizes for predictable inference cost. The chart below shows that if left alone, models can overthink, increasing inference cost, and in certain cases also reduce accuracy. Thinking budget addresses this challenge by enabling developers to tune the model to achieve the most optimal accuracy-token generation *sweetspot* for their applications. + + ![image](../assets/figures/2025-vllm-nvidia-nemotron/figure2.png) + > Figure 2: Chart showing the accuracy of Nemotron Nano 2 9B model on popular benchmarks at various “Token Budget” thresholds + +**Get started w/ Nemotron using vLLM** + +Let’s deploy the Nemotron Nano 2 model for agentic inference using vLLM: + +```bash +vllm serve nvidia/NVIDIA-Nemotron-Nano-9B-v2 \ + --trust-remote-code \ + --mamba_ssm_cache_dtype float32 +``` + +Now we can create a `ThinkingBudgetClient` to consume our newly created endpoint. This will help enforce and parse the thinking budget feature described above. With vLLM, this process is very straightforward - let’s dive in! + +```python +from typing import Any, Dict, List +import openai +from transformers import AutoTokenizer + +class ThinkingBudgetClient: + + def __init__(self, base_url: str, api_key: str, tokenizer_name_or_path: str): + self.base_url = base_url + self.api_key = api_key + self.tokenizer = AutoTokenizer.from_pretrained(tokenizer_name_or_path) + self.client = openai.OpenAI(base_url=self.base_url, api_key=self.api_key) + + def chat_completion( + self, + model: str, + messages: List[Dict[str, Any]], + max_thinking_budget: int = 512, + max_tokens: int = 1024, + **kwargs, + ) -> Dict[str, Any]: + + assert ( + max_tokens > max_thinking_budget + ), f"thinking budget must be smaller than maximum new tokens. Given {max_tokens=} and {max_thinking_budget=}" + + # 1. first call chat completion to get reasoning content + response = self.client.chat.completions.create( + model=model, messages=messages, max_tokens=max_thinking_budget, **kwargs + ) + content = response.choices[0].message.content + reasoning_content = content + + if not "" in reasoning_content: + # reasoning content is too long, closed with a period (.) + reasoning_content = f"{reasoning_content}.nnn" + reasoning_tokens_len = len( + self.tokenizer.encode(reasoning_content, add_special_tokens=False) + ) + remaining_tokens = max_tokens - reasoning_tokens_len + + assert ( + remaining_tokens > 0 + ), f"remaining tokens must be positive. Given {remaining_tokens=}. Increase the max_tokens or lower the max_thinking_budget." + + # 2. append reasoning content to messages and call completion + messages.append({"role": "assistant", "content": reasoning_content}) + prompt = self.tokenizer.apply_chat_template( + messages, + tokenize=False, + continue_final_message=True, + ) + + response = self.client.completions.create( + model=model, prompt=prompt, max_tokens=remaining_tokens, **kwargs + ) + + response_data = { + "reasoning_content": reasoning_content.strip().strip("").strip(), + "content": response.choices[0].text, + "finish_reason": response.choices[0].finish_reason, + } + + return response_data +``` + +Now that we’ve set up our `ThinkingBudgetClient` we can fire-off a request and look at the response! + +```python +tokenizer_name_or_path = "nvidia/NVIDIA-Nemotron-Nano-9B-v2" + +client = ThinkingBudgetClient( + base_url="http://localhost:8000/v1", # Nano 9B v2 deployed in thinking mode + api_key="EMPTY", + tokenizer_name_or_path=tokenizer_name_or_path, +) + +result = client.chat_completion( + model="nvidia/NVIDIA-Nemotron-Nano-9B-v2", + messages=[ + {"role": "system", "content": "You are a helpful assistant. /think"}, + {"role": "user", "content": "What is 2+2?"}, + ], + max_thinking_budget=32, + max_tokens=512, + temperature=0.6, + top_p=0.95, +) + +print(result) +``` + +We see the response as: + +``` +{'reasoning_content': 'Okay, the user asked "What is 2+2?" Let me think. This is a basic arithmetic question. The answer should be straightforward. I need.', 'content': '2 + 2 equals **4**. nnLet me know if you need help with anything else! 😊n', 'finish_reason': 'stop'} +``` + +vLLM as a tool helps improve Nemotron Nano 2 deployment by making it faster, more memory-efficient, and easier to scale for real-time agentic use-cases. Additionally, vLLM’s focus on efficient KV-cache management, and long context use-cases works well with the hybrid transformer-Mamba architecture of Nemotron Nano 2. + +If you’d like to learn more about how to leverage the Nemotron Nano 2, you can check out the [model card](https://huggingface.co/nvidia/NVIDIA-Nemotron-Nano-9B-v2). And if you’re looking to get started with vLLM, check out the [Quickstart Documentation](https://docs.vllm.ai/en/stable/getting_started/quickstart.html). + +**Run Anywhere** + +Nemotron models are configured to run across all GPU-accelerated systems so you can seamlessly transition from development to production. + +Try the model on the NVIDIA-hosted endpoint at [build.nvidia.com](https://build.nvidia.com/nvidia/nvidia-nemotron-nano-9b-v2) or download from Hugging Face. + +[*Share your ideas*](http://nemotron.ideas.nvidia.com/?ncid=so-othe-692335) *and vote on what matters to help shape the future of Nemotron.* + +*Stay up to date on [NVIDIA Nemotron](https://developer.nvidia.com/nemotron) by subscribing to NVIDIA news and following NVIDIA AI on [LinkedIn](https://www.linkedin.com/showcase/nvidia-ai/posts/?feedView=all), [X](https://x.com/NVIDIAAIDev), [YouTube](https://www.youtube.com/@NVIDIADeveloper)*, *and the [Nemotron channel](https://discord.com/channels/1019361803752456192/1407781691698708682) on [Discord](https://discord.com/invite/nvidiadeveloper).* \ No newline at end of file diff --git a/assets/figures/2025-vllm-nvidia-nemotron/figure1.png b/assets/figures/2025-vllm-nvidia-nemotron/figure1.png new file mode 100644 index 0000000000000000000000000000000000000000..67cd287c6a0ad16269a42063c414d64863a68f95 GIT binary patch literal 39947 zcmX_ocRbeZ`+jB;k|fDW60&zTQ4%skgp4R;OIaa=kR%~HMK+0KB*{u*?=rH%$*1S4eFooXZO33e;ECFA6X!-sO4upi8l(@j<2iN|*b>tK%D9 zUvw}sEDHFl=&VGmuM(~%*mXc%?YPHq`*>BYsQ@o$IO(#_PRrd>2`7#wh`P17-IIzs zMoX$hOZu-z$Y%F0{6(o_-|k=D6oKp%8|!r&toSp~&#$N^6o00rvgOSk#s8X`{QqCF zKaOP=;ro?b>s+3;j$gcZQQmiBxju9sMd0$x7yI{j_aw{Qyr`#lTIW?l3HMX~eT1)N zQ8qOliaTkj!Vwb}7gtjwAD%%)e(dDQ2sKUtqauqB_x86v3SL_yys;kPA|pP3|DDgt zG6%v`oF${jDpWXf^71sav~JY!Rn-#S7yI$t{CwY)nK&c9*JWkm!outOL+||W+n;Gj zMQv_u&>R-|(9z-iXXs5do5Dpy!<`=~{r&xe zw1k9&YYlyv3X{B#RI-+n%Y`RSy93#?lhrjep33`HmSo=XlgiOo&(e*+ukdg+PF>N+ 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d9a25c7a4d15259831b02752a314a0914a456d01 Mon Sep 17 00:00:00 2001 From: Chris Alexiuk Date: Thu, 23 Oct 2025 15:45:51 -0400 Subject: [PATCH 2/5] NVIDIA Nemotron vLLM Blog Signed-off-by: Chris Alexiuk --- ...23-.md => 2025-10-23-now_serving_nvidia_nemotron_with_vllm.md} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename _posts/{2025-10-23-.md => 2025-10-23-now_serving_nvidia_nemotron_with_vllm.md} (100%) diff --git a/_posts/2025-10-23-.md b/_posts/2025-10-23-now_serving_nvidia_nemotron_with_vllm.md similarity index 100% rename from _posts/2025-10-23-.md rename to _posts/2025-10-23-now_serving_nvidia_nemotron_with_vllm.md From 9572da8ac49355863b7c9080db302e7fbc25f611 Mon Sep 17 00:00:00 2001 From: Chris Alexiuk Date: Thu, 23 Oct 2025 16:03:09 -0400 Subject: [PATCH 3/5] NVIDIA Nemotron vLLM Blog - fix picture refs Signed-off-by: Chris Alexiuk --- ...3-now_serving_nvidia_nemotron_with_vllm.md | 20 +++++++++++++++---- 1 file changed, 16 insertions(+), 4 deletions(-) diff --git a/_posts/2025-10-23-now_serving_nvidia_nemotron_with_vllm.md b/_posts/2025-10-23-now_serving_nvidia_nemotron_with_vllm.md index d625b44..3cb95e9 100644 --- a/_posts/2025-10-23-now_serving_nvidia_nemotron_with_vllm.md +++ b/_posts/2025-10-23-now_serving_nvidia_nemotron_with_vllm.md @@ -20,12 +20,24 @@ The latest addition to this family is the [NVIDIA Nemotron Nano 2](https://huggi - **Efficient:** Nemotron Nano 2, thanks to the hybrid architecture, produces critical thinking tokens up to 6 times faster compared to the next best open dense model of a similar size using vLLM. Higher throughput allows the model to think faster, explore larger search space, do better self reflection, and deliver higher accuracy. - ![image](../assets/figures/2025-vllm-nvidia-nemotron/figure1.png) - > Figure 1: Chart showing accuracy of Nemotron Nano 2 9B on various popular benchmarks +

+ + + +
+Figure 1: Chart showing accuracy of Nemotron Nano 2 9B on various popular benchmarks +

+ - **Optimized Thinking:** The model has a new feature called thinking budget which avoids agent overthinking and optimizes for predictable inference cost. The chart below shows that if left alone, models can overthink, increasing inference cost, and in certain cases also reduce accuracy. Thinking budget addresses this challenge by enabling developers to tune the model to achieve the most optimal accuracy-token generation *sweetspot* for their applications. - ![image](../assets/figures/2025-vllm-nvidia-nemotron/figure2.png) - > Figure 2: Chart showing the accuracy of Nemotron Nano 2 9B model on popular benchmarks at various “Token Budget” thresholds + +

+ + + +
+Figure 2: Chart showing the accuracy of Nemotron Nano 2 9B model on popular benchmarks at various “Token Budget” thresholds +

**Get started w/ Nemotron using vLLM** From 0da1d7b97c67dc4285d29697dac97eea273375b9 Mon Sep 17 00:00:00 2001 From: Chris Alexiuk Date: Thu, 23 Oct 2025 16:06:01 -0400 Subject: [PATCH 4/5] NVIDIA Nemotron vLLM Blog - fix picture refs Signed-off-by: Chris Alexiuk --- _posts/2025-10-23-now_serving_nvidia_nemotron_with_vllm.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_posts/2025-10-23-now_serving_nvidia_nemotron_with_vllm.md b/_posts/2025-10-23-now_serving_nvidia_nemotron_with_vllm.md index 3cb95e9..1a83474 100644 --- a/_posts/2025-10-23-now_serving_nvidia_nemotron_with_vllm.md +++ b/_posts/2025-10-23-now_serving_nvidia_nemotron_with_vllm.md @@ -22,7 +22,7 @@ The latest addition to this family is the [NVIDIA Nemotron Nano 2](https://huggi

- +
Figure 1: Chart showing accuracy of Nemotron Nano 2 9B on various popular benchmarks From cf1ebb96feb239de146b10735318e04c7a086c4f Mon Sep 17 00:00:00 2001 From: Chris Alexiuk Date: Thu, 23 Oct 2025 16:07:26 -0400 Subject: [PATCH 5/5] NVIDIA Nemotron vLLM Blog - fix picture refs Signed-off-by: Chris Alexiuk --- _posts/2025-10-23-now_serving_nvidia_nemotron_with_vllm.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_posts/2025-10-23-now_serving_nvidia_nemotron_with_vllm.md b/_posts/2025-10-23-now_serving_nvidia_nemotron_with_vllm.md index 1a83474..8ecd24a 100644 --- a/_posts/2025-10-23-now_serving_nvidia_nemotron_with_vllm.md +++ b/_posts/2025-10-23-now_serving_nvidia_nemotron_with_vllm.md @@ -22,7 +22,7 @@ The latest addition to this family is the [NVIDIA Nemotron Nano 2](https://huggi

- +
Figure 1: Chart showing accuracy of Nemotron Nano 2 9B on various popular benchmarks