{"schema_version":"onlylabs.public_signal.v1","title":"Qwen (Alibaba Cloud) Fork: QwenLM/vllm-gptq","description":"Qwen (Alibaba Cloud) fork signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/d431ceb2-4f7c-434e-ab35-adf343d37084","json_url":"https://onlylabs.fyi/signals/d431ceb2-4f7c-434e-ab35-adf343d37084/signal.json","generated_at":"2026-06-11T03:18:26.985631+00:00","org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/qwen","dossier_json_url":"https://onlylabs.fyi/labs/qwen/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/d431ceb2-4f7c-434e-ab35-adf343d37084","signal_json":"https://onlylabs.fyi/signals/d431ceb2-4f7c-434e-ab35-adf343d37084/signal.json","source":"https://github.com/QwenLM/vllm-gptq","lab_dossier":"https://onlylabs.fyi/labs/qwen","lab_dossier_json":"https://onlylabs.fyi/labs/qwen/dossier.json","analysis":"https://onlylabs.fyi/analysis/qwen","analysis_json":"https://onlylabs.fyi/analysis/qwen/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/qwen/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":"https://onlylabs.fyi/topics/forks","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml","data_business":null},"answer_pack":{"answer":"Qwen (Alibaba Cloud) forked QwenLM/vllm-gptq (forked from vllm-project/vllm). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo QwenLM/vllm-gptq · parent vllm-project/vllm. onlylabs links this event to 1 captured evidence page and 1 related fork signal.","signal_desk":"forks","source_context":{"source_url":"https://github.com/QwenLM/vllm-gptq","source_host":"github.com","occurred_at":"2023-12-14T07:53:09+00:00","first_seen_at":"2026-06-05T05:42:59.154483+00:00","date_source":"source","context":"forked from vllm-project/vllm"},"context_markers":[{"label":"Lab","value":"Qwen (Alibaba Cloud)","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"QwenLM/vllm-gptq","source":"source"},{"label":"Parent","value":"vllm-project/vllm","source":"source"},{"label":"Stars","value":"142","source":"traction"},{"label":"Watch term","value":"Infrastructure","source":"evidence"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/QwenLM/vllm-gptq"],"related_signals":1,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:18:26.985631+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/d431ceb2-4f7c-434e-ab35-adf343d37084/signal.json","dossier_json":"https://onlylabs.fyi/labs/qwen/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/qwen/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/qwen/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","evidence_focus":["forked parent repo","repo owner","language","description","stars","org and recency"],"extraction_questions":["Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Which low-profile forks could precede a release or hiring wave?","Which labs are converging on the same technical adjacency?"],"signal_questions":["What upstream dependency or technical adjacency does this fork reveal?","Which upstream projects are repeated across labs?","Which forks point to evals, agents, infrastructure, model tooling, or data pipelines?","Do the 1 related fork signals show a repeated pattern?"],"output_fields":["org","upstream_repo","language","technical_theme","data_business_lane","evidence_url"],"data_business_relevance":"Forks expose what frontier-lab engineers are building on before polished announcements, making them useful for partnership and product wedge discovery.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/d431ceb2-4f7c-434e-ab35-adf343d37084/signal.json","required":true},{"label":"source","url":"https://github.com/QwenLM/vllm-gptq","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/qwen/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/qwen/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/forks/signals.json","required":false},{"label":"data_radar_json","url":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze Qwen (Alibaba Cloud)'s fork signal \"QwenLM/vllm-gptq\" for frontier lab strategy."},"semantic_triples":[{"subject":"Qwen (Alibaba Cloud)","predicate":"forked","object":"QwenLM/vllm-gptq","text":"Qwen (Alibaba Cloud) forked QwenLM/vllm-gptq."},{"subject":"QwenLM/vllm-gptq","predicate":"is classified as","object":"fork signal","text":"QwenLM/vllm-gptq is classified as fork signal."},{"subject":"QwenLM/vllm-gptq","predicate":"belongs to","object":"forks desk","text":"QwenLM/vllm-gptq belongs to forks desk."},{"subject":"QwenLM/vllm-gptq","predicate":"has context","object":"forked from vllm-project/vllm","text":"QwenLM/vllm-gptq has context forked from vllm-project/vllm."},{"subject":"QwenLM/vllm-gptq","predicate":"has evidence coverage","object":"1 captured evidence page","text":"QwenLM/vllm-gptq has evidence coverage 1 captured evidence page."},{"subject":"QwenLM/vllm-gptq","predicate":"has captured page count","object":"1","text":"QwenLM/vllm-gptq has captured page count 1."},{"subject":"QwenLM/vllm-gptq","predicate":"has readable page count","object":"1","text":"QwenLM/vllm-gptq has readable page count 1."},{"subject":"QwenLM/vllm-gptq","predicate":"has related signal count","object":"1","text":"QwenLM/vllm-gptq has related signal count 1."},{"subject":"QwenLM/vllm-gptq","predicate":"has analysis playbook objective","object":"Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.","text":"QwenLM/vllm-gptq has analysis playbook objective Turn fork activity into a map of upstream tools, libraries, model utilities, agent frameworks, and research dependencies being inspected or adapted.."},{"subject":"QwenLM/vllm-gptq","predicate":"has source host","object":"github.com","text":"QwenLM/vllm-gptq has source host github.com."},{"subject":"QwenLM/vllm-gptq","predicate":"has lab","object":"Qwen (Alibaba Cloud)","text":"QwenLM/vllm-gptq has lab Qwen (Alibaba Cloud)."},{"subject":"QwenLM/vllm-gptq","predicate":"has signal desk","object":"forks","text":"QwenLM/vllm-gptq has signal desk forks."},{"subject":"QwenLM/vllm-gptq","predicate":"has source host","object":"github.com","text":"QwenLM/vllm-gptq has source host github.com."},{"subject":"QwenLM/vllm-gptq","predicate":"has repository","object":"QwenLM/vllm-gptq","text":"QwenLM/vllm-gptq has repository QwenLM/vllm-gptq."},{"subject":"QwenLM/vllm-gptq","predicate":"has parent","object":"vllm-project/vllm","text":"QwenLM/vllm-gptq has parent vllm-project/vllm."},{"subject":"QwenLM/vllm-gptq","predicate":"has stars","object":"142","text":"QwenLM/vllm-gptq has stars 142."},{"subject":"QwenLM/vllm-gptq","predicate":"has watch term","object":"Infrastructure","text":"QwenLM/vllm-gptq has watch term Infrastructure."}]},"intelligence":{"signal_desk":"forks","answer":"Qwen (Alibaba Cloud) forked QwenLM/vllm-gptq (forked from vllm-project/vllm). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo QwenLM/vllm-gptq · parent vllm-project/vllm. onlylabs links this event to 1 captured evidence page and 1 related fork signal.","semantic_triples":[{"subject":"Qwen (Alibaba Cloud)","predicate":"forked","object":"QwenLM/vllm-gptq","text":"Qwen (Alibaba Cloud) forked QwenLM/vllm-gptq."},{"subject":"QwenLM/vllm-gptq","predicate":"is classified as","object":"fork signal","text":"QwenLM/vllm-gptq is classified as fork signal."},{"subject":"QwenLM/vllm-gptq","predicate":"belongs to","object":"forks desk","text":"QwenLM/vllm-gptq belongs to forks desk."},{"subject":"QwenLM/vllm-gptq","predicate":"has context","object":"forked from vllm-project/vllm","text":"QwenLM/vllm-gptq has context forked from vllm-project/vllm."},{"subject":"QwenLM/vllm-gptq","predicate":"has evidence coverage","object":"1 captured evidence page","text":"QwenLM/vllm-gptq has evidence coverage 1 captured evidence page."}]},"signal":{"id":"d431ceb2-4f7c-434e-ab35-adf343d37084","url":"https://onlylabs.fyi/signals/d431ceb2-4f7c-434e-ab35-adf343d37084","json_url":"https://onlylabs.fyi/signals/d431ceb2-4f7c-434e-ab35-adf343d37084/signal.json","source_url":"https://github.com/QwenLM/vllm-gptq","title":"QwenLM/vllm-gptq","summary":"Qwen (Alibaba Cloud) forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from vllm-project/vllm","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2023-12-14T07:53:09+00:00","first_seen_at":"2026-06-05T05:42:59.154483+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/QwenLM/vllm-gptq"]},"facets":{"repo":"QwenLM/vllm-gptq","parent":"vllm-project/vllm"},"traction":{"github_stars":142,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/QwenLM/vllm-gptq","final_url":"https://github.com/QwenLM/vllm-gptq","title":"QwenLM/vllm-gptq repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:18:26.985631+00:00","bytes":26815,"raw_path":"81044ba0155147191e282fff7fb85e6e87644c42961aa91cfedab21839652402.json","content_hash":"9ff150e93e98fc1cdce04d2ea90d3910d7785922f0b582431b46138e70e22688","excerpt_chars":1200,"truncated":true,"excerpt":"QwenLM/vllm-gptq Description: A high-throughput and memory-efficient inference and serving engine for LLMs Language: Python License: Apache-2.0 Stars: 142 Forks: 7 Open issues: 0 Created: 2023-12-14T07:53:09Z Pushed: 2024-12-06T09:06:30Z Default branch: main Fork: yes Parent repository: vllm-project/vllm Archived: yes README: > [!IMPORTANT] > > **The End for QwenLM/vllm-gptq** > > Since December 2023, vllm has supported 4-bit GPTQ, followed by 8-bit GPTQ support since March 2024. Additionally, vllm now includes Marlin and MoE support. > > This repository has fulfilled its role. We recommend transitioning to the original [vllm](https://github.com/vllm-project/vllm) for Qwen models to take advantage of the latest features and ongoing improvements. <p align=\"center\"> <picture> <source media=\"(prefers-color-scheme: dark)\" srcset=\"https://raw.githubusercontent.com/vllm-project/vllm/main/docs/source/assets/logos/vllm-logo-text-dark.png\"> <img alt=\"vLLM\" src=\"https://raw.githubusercontent.com/vllm-project/vllm/main/docs/source/assets/logos/vllm-logo-text-light.png\" width=55%> </picture> </p> 本仓库是基于vLLM（版本0.2.2）进行修改的一个分支，主要为了支持[Qwen系列大语言模型](https://github.com/QwenLM/Qwen)的GPTQ量化推理。 This..."},"evidence_pages":[{"url":"https://github.com/QwenLM/vllm-gptq","final_url":"https://github.com/QwenLM/vllm-gptq","title":"QwenLM/vllm-gptq repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:18:26.985631+00:00","bytes":26815,"raw_path":"81044ba0155147191e282fff7fb85e6e87644c42961aa91cfedab21839652402.json","content_hash":"9ff150e93e98fc1cdce04d2ea90d3910d7785922f0b582431b46138e70e22688","excerpt_chars":1200,"truncated":true,"excerpt":"QwenLM/vllm-gptq Description: A high-throughput and memory-efficient inference and serving engine for LLMs Language: Python License: Apache-2.0 Stars: 142 Forks: 7 Open issues: 0 Created: 2023-12-14T07:53:09Z Pushed: 2024-12-06T09:06:30Z Default branch: main Fork: yes Parent repository: vllm-project/vllm Archived: yes README: > [!IMPORTANT] > > **The End for QwenLM/vllm-gptq** > > Since December 2023, vllm has supported 4-bit GPTQ, followed by 8-bit GPTQ support since March 2024. Additionally, vllm now includes Marlin and MoE support. > > This repository has fulfilled its role. We recommend transitioning to the original [vllm](https://github.com/vllm-project/vllm) for Qwen models to take advantage of the latest features and ongoing improvements. <p align=\"center\"> <picture> <source media=\"(prefers-color-scheme: dark)\" srcset=\"https://raw.githubusercontent.com/vllm-project/vllm/main/docs/source/assets/logos/vllm-logo-text-dark.png\"> <img alt=\"vLLM\" src=\"https://raw.githubusercontent.com/vllm-project/vllm/main/docs/source/assets/logos/vllm-logo-text-light.png\" width=55%> </picture> </p> 本仓库是基于vLLM（版本0.2.2）进行修改的一个分支，主要为了支持[Qwen系列大语言模型](https://github.com/QwenLM/Qwen)的GPTQ量化推理。 This..."}],"related_signals":[{"id":"aebcb78c-24e8-4c2a-811d-82fd23416b73","url":"https://onlylabs.fyi/signals/aebcb78c-24e8-4c2a-811d-82fd23416b73","source_url":"https://github.com/QwenLM/vllm","title":"QwenLM/vllm","context":"forked from vllm-project/vllm","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2025-01-25T12:36:14+00:00","first_seen_at":"2026-06-05T05:42:59.154483+00:00","date_source":"source"}]}