MolmoWeb-4B-Native: ځانګړنې، د GPU اړتیاوې، کوربه‌توب او ځای‌پرځای کول

معماري، پیاوړتیاوې او کارونې

MolmoWeb-4B-Native is an official self-hostable Qwen release in the Qwen General track. It uses The manufacturer has not published this information., carries The manufacturer has not published this information., supports a verified context window of 0 ټوکنونه, and exposes only source-certified checkpointونه and د اجرا چاپېریال combinations. Its release, license and deployment facts are tied to the official repository revision rather than inferred from the family name.

MolmoWeb-4B-Native uses The manufacturer has not published this information. with The manufacturer has not published this information.. The stored architecture profile records layers, hidden width , attention heads and a 0 ټوکن context ceiling where the official configuration publishes those fields.

تایید شوي checkpoint-ونه او quantization-ونه

یوازې د سرچینې له خوا تصدیق شوې کره بڼې چې له دې نسخې سره تړلې دي، ښودل کېږي.

سپارښتل شوی هارډوېیر

Use only the listed certified د اجرا چاپېریال configuration with the exact checkpoint precision. The recommendation engine checks weight memory, KV cache, د اجرا چاپېریال overhead, safety اضافي ظرفیت, GPU architecture and topology before ranking rentable and reference hardware.

د جواز او خپل کوربه‌توب ملاحظات

The full 0B resident weight set must fit across the selected GPUs. Context and concurrency add KV-cache memory; MoE active parameters do not replace resident-weight memory.

MolmoWeb-4B-Native is published under apache-2.0. The release-scoped official license link and verification date are retained with the catalogue record.

سوداګریزه کارونه اجازه لري. رسمي جواز سوداګریزه کارونه اجازه کوي؛ د جواز نور مکلفیتونه هم پر خپل ځای دي.

بدیلونه او هم‌نسله بڼې

千问3.8-27B, 千问3-8B, 千问3.8-2.4T-A95B, 千问3-30B-A3B-Instruct-2507, 千问3-235B-A22B, Qwen3.8-2.4T-A95B-NVFP4, ContextPilot-8B, Qwen3.8-27B-FP8, Qwen3.8-2.4T-A95B-FP8, tmax-sft-8b, WebWorld-14B, WebWorld-32B, WebWorld-8B, intent-aware-lfqa-qwen3-8b-intent-implicit, intent-aware-lfqa-qwen3-8b-baseline, intent-aware-lfqa-qwen3-8b-multiview, intent-aware-lfqa-qwen3-8b-intent-explicit, MolmoWeb-Pretrained-8B, MolmoWeb-4B, MolmoWeb-8B, MolmoWeb-8B-Native, MolmoWeb-Pretrained-4B, MolmoPoint-8B, Penguin-VL-8B, Qwen3-235B-A22B-Eagle3, Molmo2-8B, Qwen3-8B-DMS-8x, WeDLM-8B-Base, Qwen3-Nemotron-8B-BRRM, Nemotron-Orchestrator-8B, Qwen3Guard-Gen-8B, Qwen3Guard-Stream-8B, Qwen3-30B-A3B-Instruct-2507-FP8, Qwen3-8B-FP8, Qwen3-8B-NVFP4, cudaLLM-8B, Qwen3-235B-A22B-FP8, Qwen3-235B-A22B-NVFP4, Qwen3-8B-GGUF, Qwen3-235B-A22B-GGUF, Qwen3-8B-AWQ, Qwen3-235B-A22B-GPTQ-Int4, Qwen3.8 2.4T-A95B, Qwen3.8 27B, Qwen3 30B-A3B Instruct 2507

د نسخو مهالوېش

ډېرې پوښتل شوې پوښتنې

رسمي مراجع

• huggingface.co

وروستی تایید: 2026-09-03