{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-29T21:00:07.618Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-aifeifei798-mamba3-mimo-tiny-hf","repo":"aifeifei798/Mamba3-MIMO-Tiny-HF","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":4,"mirroredBytes":108406666,"readinessCheckedAt":"2026-10-29T19:48:52.120Z","readinessSource":"projection","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":4,"mirroredBytes":108406666,"readinessCheckedAt":"2026-10-29T19:48:52.120Z","readinessSource":"projection","degraded":true,"stale":true},"id":"hf-model-aifeifei798-mamba3-mimo-tiny-hf","owner":"aifeifei798","name":"Mamba3-MIMO-Tiny-HF","repo":"aifeifei798/Mamba3-MIMO-Tiny-HF","type":"llm","summary":"Model from Hugging Face for text generation: aifeifei798/Mamba3-MIMO-Tiny-HF · transformers","cardDescription":"Generates text by continuing a prompt.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for generating text.","confidence":"medium","task":"text-generation","audience":null,"basis":"recorded-metadata","rules":["task:text-generation"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"text-generation"},{"field":"cardMetadata.pipelineTag","value":"text-generation"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":166002569,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"aifeifei798","sourceUrl":"https://huggingface.co/aifeifei798/Mamba3-MIMO-Tiny-HF","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","apache-2.0","transformers","safetensors","mamba","mamba3","ssm","mimo","linear-attention","pytorch","tilelang","text-generation","doi:10.57967/hf/8135","license:apache-2.0","endpoints_compatible","region:us","llm","scratch"],"task":"text-generation","modality":"text","framework":"transformers","formats":["gitattributes","py","webp","md","sh","json","safetensors","bin"],"baseModel":"scratch","derivedFrom":"scratch","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":[],"repoType":"model","baseModel":"scratch","languages":[],"sourceUrl":"https://huggingface.co/aifeifei798/Mamba3-MIMO-Tiny-HF","evalResults":[],"libraryName":"transformers","pipelineTag":"text-generation","cardDataKeys":["base_model","library_name","license","model_type","pipeline_tag","tags"],"semanticText":"text-generation transformers llm model scratch safetensors","semanticTerms":["text-generation","transformers","llm","model","scratch","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1580},{"lfs":false,"path":"1.train_mamba3.py","sizeBytes":6696},{"lfs":false,"path":"2.inference_mamba3_native.py","sizeBytes":2669},{"lfs":false,"path":"3.finalize_to_safetensors.py","sizeBytes":6629},{"lfs":false,"path":"4.hf_load_and_run.py","sizeBytes":3224},{"lfs":true,"path":"Mamba3-MIMO-Tiny-HF.webp","sizeBytes":600332},{"lfs":false,"path":"README.md","sizeBytes":19595},{"lfs":false,"path":"install.sh","sizeBytes":878},{"lfs":false,"path":"mamba3_hf_ready/config.json","sizeBytes":450},{"lfs":false,"path":"mamba3_hf_ready/configuration_mamba3.py","sizeBytes":528},{"lfs":true,"path":"mamba3_hf_ready/model.safetensors","sizeBytes":104848240},{"lfs":false,"path":"mamba3_hf_ready/modeling_mamba3.py","sizeBytes":2397},{"lfs":false,"path":"mamba3_hf_ready/tokenizer.json","sizeBytes":3557680},{"lfs":false,"path":"mamba3_hf_ready/tokenizer_config.json","sizeBytes":296},{"lfs":false,"path":"my_mamba3_tiny/config.json","sizeBytes":185},{"lfs":true,"path":"my_mamba3_tiny/pytorch_model.bin","sizeBytes":53392469},{"lfs":false,"path":"my_mamba3_tiny/tokenizer.json","sizeBytes":3557680},{"lfs":false,"path":"my_mamba3_tiny/tokenizer_config.json","sizeBytes":297},{"lfs":false,"path":"pyproject.toml","sizeBytes":458},{"lfs":false,"path":"requirements.txt","sizeBytes":286}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"recorded runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or execution status claim is available until recorded evaluation is integrated."]},"sizeBytes":166002569,"sizeKnown":true,"sizeLabel":"158.3 MB","sizeReason":"","declaredSizeBytes":166002569,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":0,"stars":7,"citations":0,"updatedAt":"2026-09-19T21:15:42.847Z","createdAt":"2026-09-19T21:15:15.718Z","version":"hf-main","upstream":{"gated":false,"repoId":"aifeifei798/Mamba3-MIMO-Tiny-HF","private":false,"repoUrl":"https://huggingface.co/aifeifei798/Mamba3-MIMO-Tiny-HF","disabled":false,"provider":"huggingface","repoType":"model","revision":"8195f0ddea942126dab1ae2148f14f671b48f833","fetchedAt":"2026-09-19T21:15:15.706Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"hosted","mirroredAt":"2026-09-19T21:15:42.847Z","mirroredBy":"mirror-batch-worker","totalFiles":20,"hostedFiles":4,"mirroredBytes":108406666,"mirroredFiles":4,"storageProvider":"gcs","hosted":true,"downloadable":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":null},"mirrorCompletion":{"found":true,"current":true,"state":"complete-bytes","completeBytes":true,"completeRunnable":false,"verified":false,"runReady":false,"commandsAvailable":false,"authority":"postgres-executable-state-snapshot","snapshotId":"hbes_b928c330b5e396e4ba020b674eb4c8cb45ffd5f624b629300962d9ff7f90bcd0","artifactId":"hf-model-aifeifei798-mamba3-mimo-tiny-hf","representationId":"rep-85be8919c90af346f1111ce9e6475c34985c511e54efec4d45b0776add4ec1fd","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-85be8919c90af346f1111ce9e6475c34985c511e54efec4d45b0776add4ec1fd","artifactId":"hf-model-aifeifei798-mamba3-mimo-tiny-hf","format":"safetensors","source":{"provider":"huggingface","identity":"aifeifei798/Mamba3-MIMO-Tiny-HF","revision":"8195f0ddea942126dab1ae2148f14f671b48f833","immutable":true},"files":[{"path":"mamba3_hf_ready/config.json","role":"config","sizeBytes":450,"sha256":"sha256:baff6e2289b9a8c3cb47383dd16b1c6723df030b78223c3f3c93442fe8eb9ddf","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:a02852a8de3041c67e55328f86c71c81b8684274269ada514b87bcf377e819d3"},{"path":"mamba3_hf_ready/model.safetensors","role":"weight","sizeBytes":104848240,"sha256":"sha256:a7557c83bf78fc2f0cf6003c606fd2cf821d3d85abccbdb7023a0db543bb9854","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:7c0dda1e06f552a5d61feaf27f29cce45e1827edc08ba0985ee5c06c87bb128c"},{"path":"mamba3_hf_ready/tokenizer.json","role":"tokenizer","sizeBytes":3557680,"sha256":"sha256:1fe93b6152957cf9cfd6d89002467f789ce8b3f3e000b3a2edf27c808ddd0b9e","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:da38fb05c2e469f1fc72ece88baf349313a4212138a0ecbf1678c7d8bcf7ce5b"},{"path":"mamba3_hf_ready/tokenizer_config.json","role":"config","sizeBytes":296,"sha256":"sha256:46b0ee09bc6c14494f934103d0a72ac5a7f649ed99f6d8f1939cedad0c6c99e4","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:8844c2973642544751c36f399f0e98b11abd518df0708389e75f9a4e036796f2"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:10f5a9ae7b5acc406155ab9785dd3ec3df56976d5568c2661bc57c4bbdbf3516","representationDigest":"sha256:9ca143b23b597aaf43350ebdddecc7a9ec1ab00563637f338f3b34e41c598628","evidenceSnapshotDigest":"sha256:1110657b6f4be835dae518f9988e446817c0a13116aca1887be57db72af50bfc","evaluatedAt":"2026-09-19T21:15:43.675Z","authorityVersion":"sha256:ac10109f5237acfbe3e5e002cd8c3e39277dd81dc1fd9ac36b69b2f54bce3105","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":4,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":20,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-29T19:48:52.120Z","evidence_url":"/api/manifests/hf-model-aifeifei798-mamba3-mimo-tiny-hf"}},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"communityReviewSummary":{"count":0,"averageRating":0,"verifiedRuns":0,"selfReportedVerifiedRuns":0,"verificationQualification":"quarantined-untrusted-evidence","verificationTrustImpact":"none","helpfulCount":0,"reportCount":0,"reportedReviews":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"toolCounts":{},"categoryAverages":{},"categoryCounts":{},"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"recent":[]},"benchmarkEvidenceSummary":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"hostingStatus":"hosted","hosted":true,"fileCount":20,"publicDownloadableFileCount":4,"externalFileCount":20,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":166002569,"label":"158.3 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":0,"upstreamStars":7,"label":"no demand yet","basis":"none"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","qualification":"recorded-state-complete-bytes","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"aifeifei798/Mamba3-MIMO-Tiny-HF"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"4/20 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["License: apache-2.0","Provenance: aifeifei798/Mamba3-MIMO-Tiny-HF","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 4/20 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":4,"externalFiles":16,"totalFiles":20},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-aifeifei798-mamba3-mimo-tiny-hf/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"aifeifei798/Mamba3-MIMO-Tiny-HF"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-29T19:48:52.120Z","evidence_url":"/api/manifests/hf-model-aifeifei798-mamba3-mimo-tiny-hf"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-aifeifei798-mamba3-mimo-tiny-hf/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-aifeifei798-mamba3-mimo-tiny-hf/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-aifeifei798-mamba3-mimo-tiny-hf/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-aifeifei798-mamba3-mimo-tiny-hf","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-aifeifei798-mamba3-mimo-tiny-hf/agent-bundle","summary":{"count":0,"averageRating":0,"verifiedRuns":0,"selfReportedVerifiedRuns":0,"verificationQualification":"self-reported-unqualified","verificationTrustImpact":"none","helpfulCount":0,"reportCount":0,"reportedReviews":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"toolCounts":{},"categoryAverages":{},"categoryCounts":{},"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"recent":[]},"rating":{"count":0,"average":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"categoryAverages":{},"categoryCounts":{},"helpfulCount":0,"reportCount":0,"reportedReviews":0},"verifiedRuns":0,"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","qualification":"recorded-state-complete-bytes","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"aifeifei798/Mamba3-MIMO-Tiny-HF"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"4/20 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["License: apache-2.0","Provenance: aifeifei798/Mamba3-MIMO-Tiny-HF","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 4/20 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":4,"externalFiles":16,"totalFiles":20},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-aifeifei798-mamba3-mimo-tiny-hf/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-aifeifei798-mamba3-mimo-tiny-hf/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-aifeifei798-mamba3-mimo-tiny-hf/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-aifeifei798-mamba3-mimo-tiny-hf","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-aifeifei798-mamba3-mimo-tiny-hf/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-aifeifei798-mamba3-mimo-tiny-hf/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-aifeifei798-mamba3-mimo-tiny-hf/distribution"},"supportedClaims":["aifeifei798/Mamba3-MIMO-Tiny-HF has 0 self-reported, unqualified Hugging Bay community reviews.","aifeifei798/Mamba3-MIMO-Tiny-HF has 0 self-reported run claims; none qualify verification during limited availability.","aifeifei798/Mamba3-MIMO-Tiny-HF has 0 self-reported benchmark or performance evidence items; none affect product decisions."],"claimBoundaries":["This endpoint is an unqualified evidence record. Its contents do not affect ranking, Finder, facts, request state, badges, cards, JSON-LD, or reputation.","Do not treat missing reviews as negative quality evidence.","Do not claim Hugging Bay hosts artifact files unless hosted/downloadable endpoints show hosted rows.","Do not infer safety, legality, or production readiness beyond the displayed license, trust, scan, and review evidence."]},"actions":{"readFullReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-aifeifei798-mamba3-mimo-tiny-hf/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-aifeifei798-mamba3-mimo-tiny-hf/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-aifeifei798-mamba3-mimo-tiny-hf"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-aifeifei798-mamba3-mimo-tiny-hf/agent-bundle"}},"note":{"summary":"Downloadable doesn't mean tested: this record says whether the exact file can be downloaded now, not that the model is complete or that it runs."}}