{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-11-15T18:53:06.317Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-dibachain-diba-embed","repo":"Dibachain/Diba-Embed","artifact":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[],"serveExplanation":{"readiness":"unknown","downloadReady":null,"hostedFileCount":null,"mirroredBytes":null,"readinessCheckedAt":null,"readinessSource":"unavailable","degraded":true,"stale":true,"reasonCodes":[]},"id":"hf-model-dibachain-diba-embed","owner":"Dibachain","name":"Diba-Embed","repo":"Dibachain/Diba-Embed","type":"embedding","summary":"Model from Hugging Face for sentence similarity: Dibachain/Diba-Embed · sentence transformers","cardDescription":"Turns text into vectors for search and similarity matching.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for turning text into vectors.","confidence":"medium","task":"text-embedding","audience":null,"basis":"recorded-metadata","rules":["task:text-embedding","metadata:text-vectors"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"tags","value":"text-embeddings"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":3440751173,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"Dibachain","sourceUrl":"https://huggingface.co/Dibachain/Diba-Embed","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":92,"tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","safetensors","diba_embed","feature-extraction","sentence-similarity","text-embeddings","persian","farsi","iran","retrieval","rag","semantic-search","multilingual","dibachain","gguf","llama.cpp","custom_code","fa","en","license:apache-2.0"],"task":"sentence-similarity","modality":"text","framework":"sentence-transformers","formats":["gitattributes","json","md","py","bin","txt","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":[],"repoType":"model","baseModel":"","languages":["fa","en"],"sourceUrl":"https://huggingface.co/Dibachain/Diba-Embed","evalResults":[],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["language","library_name","license","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model fa en safetensors text-embeddings retrieval rag gguf","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","fa","en","safetensors","text-embeddings","retrieval","rag","gguf"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1742},{"lfs":false,"path":"1_Pooling/config.json","sizeBytes":313},{"lfs":false,"path":"2_Normalize/config.json","sizeBytes":2},{"lfs":false,"path":"LICENSE","sizeBytes":11358},{"lfs":false,"path":"NOTICE","sizeBytes":565},{"lfs":false,"path":"README.md","sizeBytes":12641},{"lfs":false,"path":"config.json","sizeBytes":972},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":215},{"lfs":false,"path":"configuration_diba_embed.py","sizeBytes":550},{"lfs":true,"path":"diba-embed-f16.bin","sizeBytes":1197629088},{"lfs":true,"path":"diba-embed-q4_k_m.bin","sizeBytes":396474016},{"lfs":true,"path":"diba-embed-q8_0.bin","sizeBytes":639150048},{"lfs":false,"path":"generation_config.json","sizeBytes":117},{"lfs":false,"path":"merges.txt","sizeBytes":1671853},{"lfs":true,"path":"model.safetensors","sizeBytes":1191586416},{"lfs":false,"path":"modeling_diba_embed.py","sizeBytes":437},{"lfs":false,"path":"modules.json","sizeBytes":349},{"lfs":true,"path":"tokenizer.json","sizeBytes":11423705},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":9953},{"lfs":false,"path":"vocab.json","sizeBytes":2776833}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":[]},"sizeBytes":3440751173,"sizeKnown":true,"sizeLabel":"3.2 GB","sizeReason":"","declaredSizeBytes":3440751173,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":579,"stars":1,"citations":0,"updatedAt":"2026-09-22T23:18:18.407Z","createdAt":"2026-09-22T23:16:23.792Z","version":"hf-main","upstream":{"gated":false,"repoId":"Dibachain/Diba-Embed","private":false,"repoUrl":"https://huggingface.co/Dibachain/Diba-Embed","disabled":false,"provider":"huggingface","repoType":"model","revision":"b85fa1d12a751b5b1bfc450ec57c2b19645fd465","fetchedAt":"2026-09-22T23:16:23.790Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"unknown","mirroredAt":"2026-09-22T23:18:18.407Z","mirroredBy":"mirror-batch-worker","totalFiles":20,"hostedFiles":null,"mirroredBytes":null,"mirroredFiles":null,"storageProvider":"gcs","hosted":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":null},"mirrorCompletion":{"found":false,"current":false,"state":"unknown","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"authority":"postgres-executable-state-snapshot","manifestFinal":false,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":0,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":20},"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":"unknown","hosted":null,"fileCount":20,"publicDownloadableFileCount":null,"externalFileCount":20,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":3440751173,"label":"3.2 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":579,"upstreamStars":1,"label":"579 upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"Dibachain/Diba-Embed"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: Dibachain/Diba-Embed","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"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-dibachain-diba-embed/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1742,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"1_Pooling/config.json","sizeBytes":313,"format":"json","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"2_Normalize/config.json","sizeBytes":2,"format":"json","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"reason":"Download availability is being checked.","contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"Dibachain/Diba-Embed"}},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":null,"evidence_url":"/api/manifests/hf-model-dibachain-diba-embed"}},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-dibachain-diba-embed/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-dibachain-diba-embed/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-dibachain-diba-embed/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-dibachain-diba-embed","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-dibachain-diba-embed/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-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"Dibachain/Diba-Embed"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: Dibachain/Diba-Embed","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":null,"externalFiles":null,"totalFiles":20},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-dibachain-diba-embed/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-dibachain-diba-embed/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-dibachain-diba-embed/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-dibachain-diba-embed","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-dibachain-diba-embed/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-dibachain-diba-embed/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-dibachain-diba-embed/distribution"},"supportedClaims":["Dibachain/Diba-Embed has 0 self-reported, unqualified Hugging Bay community reviews.","Dibachain/Diba-Embed has 0 self-reported run claims; none qualify verification during limited availability.","Dibachain/Diba-Embed 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-dibachain-diba-embed/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-dibachain-diba-embed/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-dibachain-diba-embed"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-dibachain-diba-embed/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."}}