From 87367245983bcf1b5879f9729f021fa48b726b59 Mon Sep 17 00:00:00 2001 From: Xufang Luo <34053802+XufangLuo@users.noreply.github.com> Date: Wed, 22 Oct 2025 22:44:06 +0800 Subject: [PATCH] retokenization drift and agent lightning blog Signed-off-by: Xufang Luo <34053802+XufangLuo@users.noreply.github.com> --- _posts/2025-10-22-agent-lightning.md | 119 ++++++++++++++++++ assets/figures/agent-lightning/1_rewards.png | Bin 0 -> 117114 bytes assets/figures/agent-lightning/2_having.png | Bin 0 -> 355903 bytes assets/figures/agent-lightning/3_agl.png | Bin 0 -> 501781 bytes .../agent-lightning/4_tasks-spans-loop.svg | 17 +++ 5 files changed, 136 insertions(+) create mode 100644 _posts/2025-10-22-agent-lightning.md create mode 100644 assets/figures/agent-lightning/1_rewards.png create mode 100644 assets/figures/agent-lightning/2_having.png create mode 100644 assets/figures/agent-lightning/3_agl.png create mode 100644 assets/figures/agent-lightning/4_tasks-spans-loop.svg diff --git a/_posts/2025-10-22-agent-lightning.md b/_posts/2025-10-22-agent-lightning.md new file mode 100644 index 0000000..72c5f76 --- /dev/null +++ b/_posts/2025-10-22-agent-lightning.md @@ -0,0 +1,119 @@ +--- +layout: post +title: "No More Retokenization Drift: Returning Token IDs via the OpenAI Compatible API Matters in Agent RL" +author: "The Agent Lightning (AGL) Team" +--- + +**TL;DR.** Agent often calls LLMs via OpenAI‑compatible endpoints, which previously return only string-based inputs and outputs. In **agent RL**, this can lead to inconsistencies between training and inference due to the phenomenon we call **Retokenization Drift**. This phenomenon occurs because tokens are detokenized during inference and subsequently retokenized during training; the two sets of tokens may differ even though their corresponding strings are identical. Now, you can ask vLLM’s OpenAI‑compatible endpoints to return the **exact token IDs** for both prompts and generated responses. Pass `"return_token_ids": true` to `/v1/chat/completions` or `/v1/completions` and you’ll receive `prompt_token_ids` and `token_ids` alongside the regular text output. This makes **agent RL** robust, as no more drift will happen. This pairs perfectly with Agent Lightning, where each model call is viewed as separate update sample without stitching; just log the returned IDs via `return_token_ids` enabled. + +Links: + +- Docs: [OpenAI‑compatible server](https://docs.vllm.ai/en/v0.10.2/serving/openai_compatible_server.html#api-reference) +- Project to try with this feature: Agent Lightning ([GitHub](https://github.com/microsoft/agent-lightning), [docs](https://microsoft.github.io/agent-lightning/latest/)) + +--- + +### Why token IDs matter for Agent RL + +RL for LLMs trains on token sequences, so trainers need the exact token IDs sampled by the behavior policy. In single‑turn settings this used to be straightforward, since calling vLLM’s low‑level `generate` returns tokens directly. + +In agent settings, most agent frameworks call OpenAI‑style `chat.completions` / `completions`. Agents prefer these APIs over raw `generate` because they provide the higher‑level affordances agent stacks are built around, such as *chat templating & roles* (system/user/assistant), *tool/function calling*, structured outputs, and so on. These APIs historically return **strings only**, which might cause problems in agent RL. Previously, stored texts must be retokenized during training, but this is unstable and less accurate in practice, due to the **retokenization drift**. + +Symptoms you’ll see in RL: unstable learning curves (shown in the below figure), and hard‑to‑debug divergence between the data you think you optimized on vs. what the model actually sampled. +
+
+
+The red and blue lines are obtained with same settings (i.e., store texts and retokenization in training) and the yellow line directly use tokens from the inference engine.
+
+
+
+The word "HAVING" corresponds to different tokens.
+
+
+
+Conceptual Overview of Agent Lightning.
+
+
+
+The Training Loop in Agent Lightning.
+
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