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DSpark: Speculative decoding accelerates LLM inference [pdf]

github.com|649 points|247 comments|by aurenvale|Jun 27, 2026

DSpark: Speculative decoding accelerates LLM inference [pdf]

This document serves as a representation of the GitHub interface for the deepseek-ai repository, specifically focusing on the DeepSpec project.

🌐 Navigation & Interface

The user interface provides several global controls for navigating the platform:

  • Search Functionality: Users can jump to specific content or use the search bar.
    • Tip: Use search syntax tips for better results.
  • Account Management: Options to Sign in or Sign up.
  • Visuals: Appearance settings are available to toggle the theme.

🔍 Search & Filtering

Users can manage their search experience through the following:

  • Create a new saved search.
  • Use existing saved searches to filter results.
  • Provide feedback on search quality.

Feedback Note: We read every piece of feedback and take your input very seriously. You may include your email address for a direct response.


📂 Repository Details: deepseek-ai / DeepSpec

The project is hosted under the deepseek-ai organization. Below is the current status of the repository:

MetricValue
Forks85
Stars1.1k
Branchmain
FileDSpark_paper.pdf

🛠 File Metadata

The specific file being accessed is the research paper. Its properties are as follows:

  • Path: main / DSpark_paper.pdf
  • Size: 706 KB\approx 706 \text{ KB}
  • Status: Edit and raw actions available \rightarrow You can’t perform that action at this time.

🗺️ Access Flow

The following diagram illustrates the path to the document:


⚙️ System Actions & Controls

User Permissions

Depending on the authentication status, certain actions are restricted:

  1. Notifications: Must be signed in to modify settings.
  2. File Modification: The user is currently unable to edit the PDF.
  3. Session State: A warning may appear if you signed in with another tab or window.

Technical View

To view the file in a raw format, the system typically invokes a request like this:

curl -L https://github.com/deepseek-ai/DeepSpec/raw/main/DSpark_paper.pdf -o DSpark_paper.pdf

PDF Icon Figure 1: Representation of the PDF file target.

Final Summary: The page provides a gateway to the DSpark paper, allowing users to download the 706 KB file while managing their GitHub account and repository interactions.