{"schema_version":"onlylabs.public_signal.v1","title":"Replicate Fork: replicate/gpt-fast","description":"Replicate fork signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/7f619070-54a4-42fc-a0c2-b9b9c87e109b","json_url":"https://onlylabs.fyi/signals/7f619070-54a4-42fc-a0c2-b9b9c87e109b/signal.json","generated_at":"2026-06-11T04:19:17.319149+00:00","org":{"slug":"replicate","name":"Replicate","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/replicate","dossier_json_url":"https://onlylabs.fyi/labs/replicate/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/7f619070-54a4-42fc-a0c2-b9b9c87e109b","signal_json":"https://onlylabs.fyi/signals/7f619070-54a4-42fc-a0c2-b9b9c87e109b/signal.json","source":"https://github.com/replicate/gpt-fast","lab_dossier":"https://onlylabs.fyi/labs/replicate","lab_dossier_json":"https://onlylabs.fyi/labs/replicate/dossier.json","analysis":"https://onlylabs.fyi/analysis/replicate","analysis_json":"https://onlylabs.fyi/analysis/replicate/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/replicate/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":"https://onlylabs.fyi/topics/forks","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"Replicate forked replicate/gpt-fast (forked from meta-pytorch/gpt-fast). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo replicate/gpt-fast · parent meta-pytorch/gpt-fast. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","signal_desk":"forks","source_context":{"source_url":"https://github.com/replicate/gpt-fast","source_host":"github.com","occurred_at":"2023-12-13T21:56:55+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source","context":"forked from meta-pytorch/gpt-fast"},"context_markers":[{"label":"Lab","value":"Replicate","source":"signal"},{"label":"Signal desk","value":"forks","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"replicate/gpt-fast","source":"source"},{"label":"Parent","value":"meta-pytorch/gpt-fast","source":"source"},{"label":"Watch term","value":"Eval methodology","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/replicate/gpt-fast"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:19:17.319149+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/7f619070-54a4-42fc-a0c2-b9b9c87e109b/signal.json","dossier_json":"https://onlylabs.fyi/labs/replicate/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/replicate/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/replicate/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/forks/feed.xml?category=neocloud","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","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 6 related fork signals show a repeated pattern?"],"output_fields":["org","upstream_repo","language","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/7f619070-54a4-42fc-a0c2-b9b9c87e109b/signal.json","required":true},{"label":"source","url":"https://github.com/replicate/gpt-fast","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/replicate/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/replicate/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/forks/signals.json?category=neocloud","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 Replicate's fork signal \"replicate/gpt-fast\" for neocloud strategy."},"semantic_triples":[{"subject":"Replicate","predicate":"forked","object":"replicate/gpt-fast","text":"Replicate forked replicate/gpt-fast."},{"subject":"replicate/gpt-fast","predicate":"is classified as","object":"fork signal","text":"replicate/gpt-fast is classified as fork signal."},{"subject":"replicate/gpt-fast","predicate":"belongs to","object":"forks desk","text":"replicate/gpt-fast belongs to forks desk."},{"subject":"replicate/gpt-fast","predicate":"has context","object":"forked from meta-pytorch/gpt-fast","text":"replicate/gpt-fast has context forked from meta-pytorch/gpt-fast."},{"subject":"replicate/gpt-fast","predicate":"has evidence coverage","object":"1 captured evidence page","text":"replicate/gpt-fast has evidence coverage 1 captured evidence page."},{"subject":"replicate/gpt-fast","predicate":"has captured page count","object":"1","text":"replicate/gpt-fast has captured page count 1."},{"subject":"replicate/gpt-fast","predicate":"has readable page count","object":"1","text":"replicate/gpt-fast has readable page count 1."},{"subject":"replicate/gpt-fast","predicate":"has related signal count","object":"6","text":"replicate/gpt-fast has related signal count 6."},{"subject":"replicate/gpt-fast","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":"replicate/gpt-fast 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":"replicate/gpt-fast","predicate":"has source host","object":"github.com","text":"replicate/gpt-fast has source host github.com."},{"subject":"replicate/gpt-fast","predicate":"has lab","object":"Replicate","text":"replicate/gpt-fast has lab Replicate."},{"subject":"replicate/gpt-fast","predicate":"has signal desk","object":"forks","text":"replicate/gpt-fast has signal desk forks."},{"subject":"replicate/gpt-fast","predicate":"has source host","object":"github.com","text":"replicate/gpt-fast has source host github.com."},{"subject":"replicate/gpt-fast","predicate":"has repository","object":"replicate/gpt-fast","text":"replicate/gpt-fast has repository replicate/gpt-fast."},{"subject":"replicate/gpt-fast","predicate":"has parent","object":"meta-pytorch/gpt-fast","text":"replicate/gpt-fast has parent meta-pytorch/gpt-fast."},{"subject":"replicate/gpt-fast","predicate":"has watch term","object":"Eval methodology","text":"replicate/gpt-fast has watch term Eval methodology."},{"subject":"replicate/gpt-fast","predicate":"has watch term","object":"Infrastructure","text":"replicate/gpt-fast has watch term Infrastructure."}]},"intelligence":{"signal_desk":"forks","answer":"Replicate forked replicate/gpt-fast (forked from meta-pytorch/gpt-fast). This fork signal points to upstream code the lab may be inspecting, patching, or building on. High-signal details: repo replicate/gpt-fast · parent meta-pytorch/gpt-fast. onlylabs links this event to 1 captured evidence page and 6 related fork signals.","semantic_triples":[{"subject":"Replicate","predicate":"forked","object":"replicate/gpt-fast","text":"Replicate forked replicate/gpt-fast."},{"subject":"replicate/gpt-fast","predicate":"is classified as","object":"fork signal","text":"replicate/gpt-fast is classified as fork signal."},{"subject":"replicate/gpt-fast","predicate":"belongs to","object":"forks desk","text":"replicate/gpt-fast belongs to forks desk."},{"subject":"replicate/gpt-fast","predicate":"has context","object":"forked from meta-pytorch/gpt-fast","text":"replicate/gpt-fast has context forked from meta-pytorch/gpt-fast."},{"subject":"replicate/gpt-fast","predicate":"has evidence coverage","object":"1 captured evidence page","text":"replicate/gpt-fast has evidence coverage 1 captured evidence page."}]},"signal":{"id":"7f619070-54a4-42fc-a0c2-b9b9c87e109b","url":"https://onlylabs.fyi/signals/7f619070-54a4-42fc-a0c2-b9b9c87e109b","json_url":"https://onlylabs.fyi/signals/7f619070-54a4-42fc-a0c2-b9b9c87e109b/signal.json","source_url":"https://github.com/replicate/gpt-fast","title":"replicate/gpt-fast","summary":"Replicate forked upstream code. onlylabs watches forks for tooling, infrastructure, research dependencies, and product-adjacent work.","context":"forked from meta-pytorch/gpt-fast","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2023-12-13T21:56:55+00:00","first_seen_at":"2026-06-05T22:32:13.390047+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/replicate/gpt-fast"]},"facets":{"repo":"replicate/gpt-fast","parent":"meta-pytorch/gpt-fast"},"traction":{"github_stars":0,"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/replicate/gpt-fast","final_url":"https://github.com/replicate/gpt-fast","title":"replicate/gpt-fast repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:19:17.319149+00:00","bytes":26281,"raw_path":"788e51466a03fb1b9e4e05e6af8ff63f58c8694cfa3cf36fdeebc811db20f8b5.json","content_hash":"11593238b4039d9fe86980c50d8909dae7fa1f5615d0fe5b4e6d92d49ef8ed26","excerpt_chars":1200,"truncated":true,"excerpt":"replicate/gpt-fast Description: Simple and efficient pytorch-native transformer text generation in <1000 LOC of python. License: BSD-3-Clause Stars: 0 Forks: 1 Open issues: 0 Created: 2023-12-13T21:56:55Z Pushed: 2023-12-13T10:31:54Z Default branch: main Fork: yes Parent repository: meta-pytorch/gpt-fast Archived: no README: gpt-fast Simple and efficient pytorch-native transformer text generation. Featuring: 1. Very low latency 2. <1000 lines of python 3. No dependencies other than PyTorch and sentencepiece 4. int8/int4 quantization 5. Speculative decoding 6. Tensor parallelism 7. Supports Nvidia and AMD GPUs This is *NOT* intended to be a \"framework\" or \"library\" - it is intended to show off what kind of performance you can get with native PyTorch :) Please copy-paste and fork as you desire. For an in-depth walkthrough of what's in this codebase, see this [blog post](https://pytorch.org/blog/accelerating-generative-ai-2/). Installation [Download PyTorch nightly](https://pytorch.org/get-started/locally/) Install sentencepiece and huggingface_hub ```bash pip install sentencepiece huggingface_hub ``` To download llama models, go to https://huggingface.co/meta-llama/Llama-2-7b and go..."},"evidence_pages":[{"url":"https://github.com/replicate/gpt-fast","final_url":"https://github.com/replicate/gpt-fast","title":"replicate/gpt-fast repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:19:17.319149+00:00","bytes":26281,"raw_path":"788e51466a03fb1b9e4e05e6af8ff63f58c8694cfa3cf36fdeebc811db20f8b5.json","content_hash":"11593238b4039d9fe86980c50d8909dae7fa1f5615d0fe5b4e6d92d49ef8ed26","excerpt_chars":1200,"truncated":true,"excerpt":"replicate/gpt-fast Description: Simple and efficient pytorch-native transformer text generation in <1000 LOC of python. License: BSD-3-Clause Stars: 0 Forks: 1 Open issues: 0 Created: 2023-12-13T21:56:55Z Pushed: 2023-12-13T10:31:54Z Default branch: main Fork: yes Parent repository: meta-pytorch/gpt-fast Archived: no README: gpt-fast Simple and efficient pytorch-native transformer text generation. Featuring: 1. Very low latency 2. <1000 lines of python 3. No dependencies other than PyTorch and sentencepiece 4. int8/int4 quantization 5. Speculative decoding 6. Tensor parallelism 7. Supports Nvidia and AMD GPUs This is *NOT* intended to be a \"framework\" or \"library\" - it is intended to show off what kind of performance you can get with native PyTorch :) Please copy-paste and fork as you desire. For an in-depth walkthrough of what's in this codebase, see this [blog post](https://pytorch.org/blog/accelerating-generative-ai-2/). Installation [Download PyTorch nightly](https://pytorch.org/get-started/locally/) Install sentencepiece and huggingface_hub ```bash pip install sentencepiece huggingface_hub ``` To download llama models, go to https://huggingface.co/meta-llama/Llama-2-7b and go..."}],"related_signals":[{"id":"8d17af2c-60cd-478f-bbcf-0d4e9105ad5d","url":"https://onlylabs.fyi/signals/8d17af2c-60cd-478f-bbcf-0d4e9105ad5d","source_url":"https://github.com/replicate/otel-cf-workers","title":"replicate/otel-cf-workers","context":"forked from pydantic/otel-cf-workers","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2025-10-03T15:11:16+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source"},{"id":"0e9d384b-d809-4ea3-9543-e6e3ca5493c0","url":"https://onlylabs.fyi/signals/0e9d384b-d809-4ea3-9543-e6e3ca5493c0","source_url":"https://github.com/replicate/vercel-ai","title":"replicate/vercel-ai","context":"forked from vercel/ai","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2025-09-10T11:11:13+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source"},{"id":"e9c956fd-48fa-4f32-9951-6e928e5142fe","url":"https://onlylabs.fyi/signals/e9c956fd-48fa-4f32-9951-6e928e5142fe","source_url":"https://github.com/replicate/testcontainers-go","title":"replicate/testcontainers-go","context":"forked from testcontainers/testcontainers-go","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2025-05-09T18:23:36+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source"},{"id":"5a8096d1-b87e-4018-aa75-1a6fc1af7df0","url":"https://onlylabs.fyi/signals/5a8096d1-b87e-4018-aa75-1a6fc1af7df0","source_url":"https://github.com/replicate/hf_transfer","title":"replicate/hf_transfer","context":"forked from huggingface/hf_transfer","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2025-03-21T19:22:40+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source"},{"id":"4b6eb463-32e4-4b7a-a59d-ef9a02fc84ea","url":"https://onlylabs.fyi/signals/4b6eb463-32e4-4b7a-a59d-ef9a02fc84ea","source_url":"https://github.com/replicate/cog-wan-2.1","title":"replicate/cog-wan-2.1","context":"forked from Wan-Video/Wan2.1","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2025-02-25T16:48:26+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source"},{"id":"40f96778-e9c7-4ef9-8b8f-8bf883f335b2","url":"https://onlylabs.fyi/signals/40f96778-e9c7-4ef9-8b8f-8bf883f335b2","source_url":"https://github.com/replicate/cog-yue","title":"replicate/cog-yue","context":"forked from multimodal-art-projection/YuE","kind":{"key":"repo_forked","label":"Fork"},"org":{"slug":"replicate","name":"Replicate","category":"neocloud"},"occurred_at":"2025-02-03T11:11:01+00:00","first_seen_at":"2026-06-05T22:32:13.390047+00:00","date_source":"source"}]}