{
 "schema_version": 1,
 "generated": "2026-10-20",
 "repo": "XHToken/Spark-X2.6",
 "name": "Spark-X2.6",
 "owner": "XHToken",
 "slug": "xhtoken-spark-x2-6",
 "github": "https://github.com/XHToken/Spark-X2.6",
 "what": "Spark-X2.6-4B is a compact, general-purpose language model for on-device agents, released with Transformers, SGLang, vLLM, and Ollama deployment paths.",
 "why": "",
 "language": "",
 "requirements": [
  "A machine with an NVIDIA GPU or Ascend NPU for the server use cases, or enough local memory for the Transformers example",
  "Docker installed for the SGLang and vLLM use cases",
  "Python with pip for the Transformers use case, using transformers==4.57.1",
  "Local copy of the model checkpoint or network access to Hugging Face, ModelScope, or Ollama to download it"
 ],
 "audience_note": "Developers and ML engineers who want to run a small open model locally or on their own GPU or Ascend hardware and call it from their own applications or agents.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Software and DevOps",
 "url": "https://dedupedai.com/use-cases/xhtoken-spark-x2-6/",
 "use_case_count": 3,
 "use_cases": [
  {
   "id": "xhtoken-spark-x2-6--run-spark-x26-locally-with-transformers",
   "title": "Run Spark-X2.6-4B locally in Python with Transformers",
   "best": true,
   "url": "https://dedupedai.com/use-cases/xhtoken-spark-x2-6/run-spark-x26-locally-with-transformers/",
   "json": "https://dedupedai.com/use-cases/u/xhtoken-spark-x2-6/run-spark-x26-locally-with-transformers.json"
  },
  {
   "id": "xhtoken-spark-x2-6--serve-spark-x26-api-with-sglang-on-nvidia",
   "title": "Serve Spark-X2.6-4B as an API with SGLang on NVIDIA GPUs",
   "best": false,
   "url": "https://dedupedai.com/use-cases/xhtoken-spark-x2-6/serve-spark-x26-api-with-sglang-on-nvidia/",
   "json": "https://dedupedai.com/use-cases/u/xhtoken-spark-x2-6/serve-spark-x26-api-with-sglang-on-nvidia.json"
  },
  {
   "id": "xhtoken-spark-x2-6--serve-spark-x26-api-with-vllm",
   "title": "Serve Spark-X2.6-4B with vLLM for an OpenAI-style API",
   "best": false,
   "url": "https://dedupedai.com/use-cases/xhtoken-spark-x2-6/serve-spark-x26-api-with-vllm/",
   "json": "https://dedupedai.com/use-cases/u/xhtoken-spark-x2-6/serve-spark-x26-api-with-vllm.json"
  }
 ],
 "disclaimer": "Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk."
}