{"schema_version":"onlylabs.public_signal.v1","title":"SiliconFlow Repo: siliconflow/nexeval","description":"SiliconFlow repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/5b3408f4-e9b0-4f22-a2b2-3e63ee424835","json_url":"https://onlylabs.fyi/signals/5b3408f4-e9b0-4f22-a2b2-3e63ee424835/signal.json","generated_at":"2026-06-11T04:08:56.958127+00:00","org":{"slug":"siliconflow","name":"SiliconFlow","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/siliconflow","dossier_json_url":"https://onlylabs.fyi/labs/siliconflow/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/5b3408f4-e9b0-4f22-a2b2-3e63ee424835","signal_json":"https://onlylabs.fyi/signals/5b3408f4-e9b0-4f22-a2b2-3e63ee424835/signal.json","source":"https://github.com/siliconflow/nexeval","lab_dossier":"https://onlylabs.fyi/labs/siliconflow","lab_dossier_json":"https://onlylabs.fyi/labs/siliconflow/dossier.json","analysis":"https://onlylabs.fyi/analysis/siliconflow","analysis_json":"https://onlylabs.fyi/analysis/siliconflow/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/siliconflow/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"SiliconFlow published siliconflow/nexeval (Python). 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High-signal details: repo siliconflow/nexeval · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/siliconflow/nexeval","source_host":"github.com","occurred_at":"2024-03-23T12:35:38+00:00","first_seen_at":"2026-06-05T22:32:18.320937+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"SiliconFlow","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"siliconflow/nexeval","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"13","source":"traction"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"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/siliconflow/nexeval"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:08:56.958127+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/5b3408f4-e9b0-4f22-a2b2-3e63ee424835/signal.json","dossier_json":"https://onlylabs.fyi/labs/siliconflow/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/siliconflow/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/siliconflow/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, interpret the repository as source-grounded category strategy evidence.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/5b3408f4-e9b0-4f22-a2b2-3e63ee424835/signal.json","required":true},{"label":"source","url":"https://github.com/siliconflow/nexeval","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/siliconflow/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/siliconflow/evidence.json","required":true},{"label":"topic_signals_json","url":null,"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 SiliconFlow's repo signal \"siliconflow/nexeval\" for neocloud strategy."},"semantic_triples":[{"subject":"SiliconFlow","predicate":"published repo","object":"siliconflow/nexeval","text":"SiliconFlow published repo siliconflow/nexeval."},{"subject":"siliconflow/nexeval","predicate":"is classified as","object":"repo signal","text":"siliconflow/nexeval is classified as repo signal."},{"subject":"siliconflow/nexeval","predicate":"belongs to","object":"repos desk","text":"siliconflow/nexeval belongs to repos desk."},{"subject":"siliconflow/nexeval","predicate":"has context","object":"Python","text":"siliconflow/nexeval has context Python."},{"subject":"siliconflow/nexeval","predicate":"has evidence coverage","object":"1 captured evidence page","text":"siliconflow/nexeval has evidence coverage 1 captured evidence page."},{"subject":"siliconflow/nexeval","predicate":"has captured page count","object":"1","text":"siliconflow/nexeval has captured page count 1."},{"subject":"siliconflow/nexeval","predicate":"has readable page count","object":"1","text":"siliconflow/nexeval has readable page count 1."},{"subject":"siliconflow/nexeval","predicate":"has related signal count","object":"6","text":"siliconflow/nexeval has related signal count 6."},{"subject":"siliconflow/nexeval","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"siliconflow/nexeval has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"siliconflow/nexeval","predicate":"has source host","object":"github.com","text":"siliconflow/nexeval has source host github.com."},{"subject":"siliconflow/nexeval","predicate":"has lab","object":"SiliconFlow","text":"siliconflow/nexeval has lab SiliconFlow."},{"subject":"siliconflow/nexeval","predicate":"has signal desk","object":"repos","text":"siliconflow/nexeval has signal desk repos."},{"subject":"siliconflow/nexeval","predicate":"has source host","object":"github.com","text":"siliconflow/nexeval has source host github.com."},{"subject":"siliconflow/nexeval","predicate":"has repository","object":"siliconflow/nexeval","text":"siliconflow/nexeval has repository siliconflow/nexeval."},{"subject":"siliconflow/nexeval","predicate":"has language","object":"Python","text":"siliconflow/nexeval has language Python."},{"subject":"siliconflow/nexeval","predicate":"has stars","object":"13","text":"siliconflow/nexeval has stars 13."},{"subject":"siliconflow/nexeval","predicate":"has watch term","object":"Eval methodology","text":"siliconflow/nexeval has watch term Eval methodology."},{"subject":"siliconflow/nexeval","predicate":"has watch term","object":"Data pipeline","text":"siliconflow/nexeval has watch term Data pipeline."}]},"intelligence":{"signal_desk":"repos","answer":"SiliconFlow published siliconflow/nexeval (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo siliconflow/nexeval · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"SiliconFlow","predicate":"published repo","object":"siliconflow/nexeval","text":"SiliconFlow published repo siliconflow/nexeval."},{"subject":"siliconflow/nexeval","predicate":"is classified as","object":"repo signal","text":"siliconflow/nexeval is classified as repo signal."},{"subject":"siliconflow/nexeval","predicate":"belongs to","object":"repos desk","text":"siliconflow/nexeval belongs to repos desk."},{"subject":"siliconflow/nexeval","predicate":"has context","object":"Python","text":"siliconflow/nexeval has context Python."},{"subject":"siliconflow/nexeval","predicate":"has evidence coverage","object":"1 captured evidence page","text":"siliconflow/nexeval has evidence coverage 1 captured evidence page."}]},"signal":{"id":"5b3408f4-e9b0-4f22-a2b2-3e63ee424835","url":"https://onlylabs.fyi/signals/5b3408f4-e9b0-4f22-a2b2-3e63ee424835","json_url":"https://onlylabs.fyi/signals/5b3408f4-e9b0-4f22-a2b2-3e63ee424835/signal.json","source_url":"https://github.com/siliconflow/nexeval","title":"siliconflow/nexeval","summary":"SiliconFlow published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"siliconflow","name":"SiliconFlow","category":"neocloud"},"occurred_at":"2024-03-23T12:35:38+00:00","first_seen_at":"2026-06-05T22:32:18.320937+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/siliconflow/nexeval"]},"facets":{"repo":"siliconflow/nexeval","language":"Python"},"traction":{"github_stars":13,"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/siliconflow/nexeval","final_url":"https://github.com/siliconflow/nexeval","title":"siliconflow/nexeval repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:08:56.958127+00:00","bytes":12479,"raw_path":"35ce24c2a3bf5b74a2b66110c637ab735d9fb74e43f3d0cf0cf918a6717aead7.json","content_hash":"92267072a717df9969b5e96a4ab326989930e4ebd06072274e6b34354c6400a7","excerpt_chars":1200,"truncated":true,"excerpt":"siliconflow/nexeval Description: Benchmarking the accelerated generation quality of OneDiff. Language: Python License: Apache-2.0 Stars: 13 Forks: 1 Open issues: 0 Created: 2024-03-23T12:35:38Z Pushed: 2024-10-21T08:25:23Z Default branch: main Fork: no Archived: no README: nexeval <p align=\"center\"> <img src=\"imgs/onediff_logo.png\" height=\"100\"> </p> 1. [Introduction](#introduction) 🌟 2. [Installation](#installation) 🛠️ - [Prepare the OneDiff Environment](#prepare-the-onediff-environment) - [Prepare Benchmark Environment](#prepare-benchmark-environment) 3. [Quick Start](#quick-start) ⚡ - [Generate Benchmark Images](#generate-benchmark-images) - [Testing Using Multiple Indicators](#testing-using-multiple-indicators) 4. [Qualitative Evaluation](#qualitative-evaluation) 🎨 5. [References](#references) 📚 6. [Citing](#citing) 📖 Introduction This repository is used for evaluating the quality of generation after compilation acceleration using [OneDiff](https://github.com/siliconflow/onediff). It can also serve as a benchmark for evaluating the performance of different text-to-image models. Installation 1. **Prepare the OneDiff environment.** Follow the instructions to install OneDiff..."},"evidence_pages":[{"url":"https://github.com/siliconflow/nexeval","final_url":"https://github.com/siliconflow/nexeval","title":"siliconflow/nexeval repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:08:56.958127+00:00","bytes":12479,"raw_path":"35ce24c2a3bf5b74a2b66110c637ab735d9fb74e43f3d0cf0cf918a6717aead7.json","content_hash":"92267072a717df9969b5e96a4ab326989930e4ebd06072274e6b34354c6400a7","excerpt_chars":1200,"truncated":true,"excerpt":"siliconflow/nexeval Description: Benchmarking the accelerated generation quality of OneDiff. Language: Python License: Apache-2.0 Stars: 13 Forks: 1 Open issues: 0 Created: 2024-03-23T12:35:38Z Pushed: 2024-10-21T08:25:23Z Default branch: main Fork: no Archived: no README: nexeval <p align=\"center\"> <img src=\"imgs/onediff_logo.png\" height=\"100\"> </p> 1. [Introduction](#introduction) 🌟 2. [Installation](#installation) 🛠️ - [Prepare the OneDiff Environment](#prepare-the-onediff-environment) - [Prepare Benchmark Environment](#prepare-benchmark-environment) 3. [Quick Start](#quick-start) ⚡ - [Generate Benchmark Images](#generate-benchmark-images) - [Testing Using Multiple Indicators](#testing-using-multiple-indicators) 4. [Qualitative Evaluation](#qualitative-evaluation) 🎨 5. [References](#references) 📚 6. [Citing](#citing) 📖 Introduction This repository is used for evaluating the quality of generation after compilation acceleration using [OneDiff](https://github.com/siliconflow/onediff). 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