{"id":"text-generation-inference-tgi--gh-huggingface-text-generation-inference","name":"Text Generation Inference (TGI)","url":"https://github.com/huggingface/text-generation-inference","page":"https://mrpeppersdev.github.io/agent-infrastructure-landscape/systems/text-generation-inference-tgi--gh-huggingface-text-generation-inference","family":"models-ops","section":"Inference platforms & gateways","sections":["Inference platforms & gateways"],"tier":2,"last_verified_at":"2026-10-29","lifecycle":{"status":"archived","severity":3,"note":"repository archived (read-only)"},"taxonomy":null,"cells":{"type":{"value":"HF inference server","citation":"https://github.com/huggingface/text-generation-inference","status":"real-data","tier":"T1","source_class":"repo"},"desc":{"value":"Hugging Face's LLM inference server (continuous batching, FlashAttention, quantization). Entered maintenance mode, then archived 2026-03-21; HF recommends vLLM, SGLang, llama.cpp or MLX instead.","citation":"https://github.com/huggingface/text-generation-inference","status":"real-data","tier":"T1","source_class":"repo"},"claims":{"value":"Apache-2.0 (was BSL-1.1 briefly 2023-07 then reverted to Apache); HF's production inference server.","citation":"https://github.com/huggingface/text-generation-inference","status":"real-data","tier":"T1","source_class":"repo"},"modalities":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"created":{"value":"2022","citation":"https://github.com/huggingface/text-generation-inference","status":"real-data","tier":"T1","last_verified_at":"2026-05-12","source_class":"repo"},"latest-release":{"value":"v3.3.7 (2025-12-19)","citation":"https://github.com/huggingface/text-generation-inference/releases","status":"real-data","tier":"T1","last_verified_at":"2026-10-27","source_class":"repo"},"license":{"value":"Apache-2.0","citation":"https://github.com/huggingface/text-generation-inference","status":"real-data","tier":"T1","source_class":"repo"},"gh":{"value":"huggingface/text-generation-inference — ~10.9k stars, archived 2026-03-21, last commit 2026-03","citation":"https://github.com/huggingface/text-generation-inference","status":"real-data","tier":"T1","last_verified_at":"2026-10-27","source_class":"repo"},"mindshare":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","last_verified_at":"2026-05-12","source_class":"repo"},"citations":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","last_verified_at":"2026-05-12","source_class":"repo"},"funding":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","last_verified_at":"2026-05-12","source_class":"repo"},"customers":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"pricing":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"compliance":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"data-handling":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"deployment":{"value":"Self-hosted only — inference server (Docker)","citation":"https://github.com/huggingface/text-generation-inference","status":"real-data","tier":"T1","source_class":"repo"},"hq":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"founders":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"volume":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"perf":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"repro":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"code-release":{"value":"Archived — last commit 2026-03 · 10,856★","citation":"https://github.com/huggingface/text-generation-inference","status":"real-data","tier":"T1","source_class":"repo"},"api-surface":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"latency":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"throughput":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"backend-storage":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"multi-tenancy":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"encryption":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"sso-rbac":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"embedding-model":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"consistency":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"versioning":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"tombstoning":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"schema-evolution":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"namespace":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"contradiction":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"forgetting":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"mcp-support":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"a2a-support":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"otel":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"webhooks":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"import-export":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"integration-count":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"orchestration":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"programmatic-control":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"vendor-benchmarks":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","last_verified_at":"2026-05-12","source_class":"repo"},"pricing-specifics":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"agent-abstraction":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"memory-primitives":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"llm-lock":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"runtimes":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"session-handling":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"validated-verticals":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"time-to-running":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"anti-fit":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"optimised-for":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"adjacent-infrastructure":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"pros":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"cons":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"links":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"obs-langsmith":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-opentelemetry":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-datadog":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-helicone":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-weave":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-langfuse":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-arize":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-custom":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-token-budget":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-prompt-caching":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-semantic-caching":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-batching":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-model-routing":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-streaming-only":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-observability-cost-attribution":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-langsmith-evals":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-braintrust":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-weights-and-biases-agent":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-helicone-evals":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-custom-test-harness":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-human-loop":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-production-traffic-replay":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"commit-trajectory":{"value":"[{\"ym\":\"2023-10\",\"cum\":467},{\"ym\":\"2023-11\",\"cum\":486},{\"ym\":\"2023-12\",\"cum\":513},{\"ym\":\"2024-01\",\"cum\":546},{\"ym\":\"2024-02\",\"cum\":592},{\"ym\":\"2024-03\",\"cum\":614},{\"ym\":\"2024-04\",\"cum\":675},{\"ym\":\"2024-05\",\"cum\":732},{\"ym\":\"2024-06\",\"cum\":806},{\"ym\":\"2024-07\",\"cum\":910},{\"ym\":\"2024-08\",\"cum\":985},{\"ym\":\"2024-09\",\"cum\":1044},{\"ym\":\"2024-10\",\"cum\":1110},{\"ym\":\"2024-11\",\"cum\":1157},{\"ym\":\"2024-12\",\"cum\":1192},{\"ym\":\"2025-01\",\"cum\":1252},{\"ym\":\"2025-02\",\"cum\":1292},{\"ym\":\"2025-03\",\"cum\":1346},{\"ym\":\"2025-04\",\"cum\":1372},{\"ym\":\"2025-05\",\"cum\":1400},{\"ym\":\"2025-06\",\"cum\":1417},{\"ym\":\"2025-07\",\"cum\":1424},{\"ym\":\"2025-08\",\"cum\":1432},{\"ym\":\"2025-09\",\"cum\":1442},{\"ym\":\"2025-11\",\"cum\":1444},{\"ym\":\"2025-12\",\"cum\":1448},{\"ym\":\"2026-01\",\"cum\":1449},{\"ym\":\"2026-03\",\"cum\":1450}]","citation":"https://github.com/huggingface/text-generation-inference","status":"real-data","tier":"T1","last_verified_at":"2026-05-14","source_class":"repo"},"citation-trajectory":{"value":"not applicable — non-paper row","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-14"},"download-trajectory":{"value":"[{\"ym\":\"2025-11\",\"monthly\":47238,\"cum\":47238},{\"ym\":\"2025-12\",\"monthly\":82317,\"cum\":129555},{\"ym\":\"2026-01\",\"monthly\":89326,\"cum\":218881},{\"ym\":\"2026-02\",\"monthly\":105214,\"cum\":324095},{\"ym\":\"2026-03\",\"monthly\":152175,\"cum\":476270},{\"ym\":\"2026-04\",\"monthly\":152350,\"cum\":628620}]","citation":"https://pypi.org/project/text-generation/","status":"real-data","tier":"T2","last_verified_at":"2026-05-14","source_class":"registry"},"cost-input-usd-per-mtok":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"cost-output-usd-per-mtok":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"cost-tier":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"cost-pricing-model":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"cost-last-verified":{"value":"searched not found","citation":"https://github.com/huggingface/text-generation-inference","status":"depth-floor-reached","tier":"T1","source_class":"repo"},"capability-composite-score":{"value":"not applicable — inference server infrastructure, not a capable system","citation":null,"status":"not-applicable","tier":"T3"},"capability-band":{"value":"not applicable — inference server infrastructure, not a capable system","citation":null,"status":"not-applicable","tier":"T3"},"capability-benchmark-sources":{"value":"not applicable — inference server infrastructure, not a capable system","citation":null,"status":"not-applicable","tier":"T3"},"capability-last-verified":{"value":"not applicable — inference server infrastructure, not a capable system","citation":null,"status":"not-applicable","tier":"T3"},"use-case-tags":{"value":"not applicable — inference server infrastructure, not a deployable end-user system","citation":null,"status":"not-applicable","tier":"T3"},"use-case-anti-tags":{"value":"not applicable — infrastructure component, no end-use anti-tags apply","citation":null,"status":"not-applicable","tier":"T3"},"adoption-accelerator":{"value":"betaworks-camp-2016","citation":"https://www.betaworks.com/camp/botcamp","status":"real-data","tier":"T2","source_class":"third-party"},"architecture-deployment-locus":{"value":"local","citation":"https://raw.githubusercontent.com/huggingface/text-generation-inference/main/README.md","status":"real-data","tier":"T2","source_class":"repo"},"licensing-bucket":{"value":"open-source","citation":"https://github.com/huggingface/text-generation-inference","status":"real-data","tier":"T1","source_class":"repo"},"positioning-platform-vs-product":{"value":"platform","citation":"https://raw.githubusercontent.com/huggingface/text-generation-inference/main/README.md","status":"real-data","tier":"T2","source_class":"repo"},"taxonomy-three-layer-rollup":{"value":"model-infra","citation":"https://github.com/MrPeppersDev/agent-infrastructure-landscape/blob/main/docs/schema/section-to-three-layer-rollup.json","status":"real-data","tier":"T1","source_class":"repo"},"developer-activity-opendigger":{"value":"{\"activity\":6.35,\"as_of\":\"2026-03\",\"openrank_12mo\":9.37,\"openrank_current\":0.45,\"participants\":5}","citation":"https://oss.open-digger.cn/github/huggingface/text-generation-inference/openrank.json","status":"real-data","tier":"T2","last_verified_at":"2026-10-28","source_class":"third-party"},"freshness-date":{"value":"2026-10-29","citation":"https://mrpeppersdev.github.io/agent-infrastructure-landscape/systems/text-generation-inference-tgi--gh-huggingface-text-generation-inference","status":"real-data","tier":"T2","source_class":"catalog"},"compliance-certifications":{"value":"","citation":null,"status":"no-data","tier":"T3"},"sdk-languages":{"value":"","citation":null,"status":"no-data","tier":"T3"},"protocol-support":{"value":"","citation":null,"status":"no-data","tier":"T3"},"maturity":{"value":"","citation":null,"status":"no-data","tier":"T3"}},"corroboration":{"cited_cells":17,"third_party_cells":2},"edges":{"outgoing":[],"incoming":[{"source":"llamaindex-framework--llamaindex-ai","target":"text-generation-inference-tgi--gh-huggingface-text-generation-inference","type":"integrates-with","evidence":"LlamaIndex has an official LLM integration package llama-index-llms-text-generation-inference in its repo.","citation":"https://github.com/run-llama/llama_index/tree/main/llama-index-integrations/llms/llama-index-llms-text-generation-inference","verified_at":"2026-10-29"}]},"history":[{"date":"2026-10-27","commit":"1cb64f4c58","pr":272,"kind":"update","changes":[{"field":"latest-release","label":"Latest release","from":"","to":"v3.3.7 (2025-12-19)","first":true,"source":"https://github.com/huggingface/text-generation-inference/releases"},{"field":"deployment","label":"Deployment","from":"","to":"Self-hosted only — inference server (Docker)","first":true,"source":"https://github.com/huggingface/text-generation-inference"}]},{"date":"2026-05-16","commit":"fbc61bb46c","pr":56,"kind":"lifecycle","changes":[{"field":"decay_cause","label":"Lifecycle","from":"","to":"archived","first":true}]}],"license":"CC-BY-4.0","source":"https://github.com/MrPeppersDev/agent-infrastructure-landscape/blob/main/data/landscape.json"}