{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-30T01:07:09.258Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-opensearch-ai-ops-mm-embedding-v1-2b","repo":"OpenSearch-AI/Ops-MM-embedding-v1-2B","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":13,"mirroredBytes":4434028771,"readinessCheckedAt":"2026-10-30T01:01:14.141Z","readinessSource":"projection","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":13,"mirroredBytes":4434028771,"readinessCheckedAt":"2026-10-30T01:01:14.141Z","readinessSource":"projection","degraded":true,"stale":true},"id":"hf-model-opensearch-ai-ops-mm-embedding-v1-2b","owner":"OpenSearch-AI","name":"Ops-MM-embedding-v1-2B","repo":"OpenSearch-AI/Ops-MM-embedding-v1-2B","type":"embedding","summary":"Model from Hugging Face for feature extraction: OpenSearch-AI/Ops-MM-embedding-v1-2B · unknown","cardDescription":"Turns text into vectors for search and similarity matching.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for finding useful details in data.","confidence":"medium","task":"feature-extraction","audience":null,"basis":"recorded-metadata","rules":["task:feature-extraction"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"feature-extraction"},{"field":"cardMetadata.pipelineTag","value":"feature-extraction"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":4434043115,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"OpenSearch-AI","sourceUrl":"https://huggingface.co/OpenSearch-AI/Ops-MM-embedding-v1-2B","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","safetensors","qwen2_vl","mmeb","multimodal-embedding","feature-extraction","multilingual","base_model:qwen/qwen2-vl-2b-instruct","base_model:finetune:qwen/qwen2-vl-2b-instruct","license:apache-2.0","region:us","unknown","embedding"],"task":"feature-extraction","modality":"text","framework":"unknown","formats":["gitattributes","md","json","py","txt","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":[],"repoType":"model","baseModel":"","languages":["multilingual"],"sourceUrl":"https://huggingface.co/OpenSearch-AI/Ops-MM-embedding-v1-2B","evalResults":[],"libraryName":"unknown","pipelineTag":"feature-extraction","cardDataKeys":["base_model","language","license","pipeline_tag","tags"],"semanticText":"feature-extraction unknown embedding model multilingual safetensors multimodal-embedding base_model:qwen/qwen2-vl-2b-instruct base_model:finetune:qwen/qwen2-vl-2b-instruct","semanticTerms":["feature-extraction","unknown","embedding","model","multilingual","safetensors","multimodal-embedding","base_model:qwen/qwen2-vl-2b-instruct","base_model:finetune:qwen/qwen2-vl-2b-instruct"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"README.md","sizeBytes":4745},{"lfs":false,"path":"added_tokens.json","sizeBytes":392},{"lfs":false,"path":"chat_template.json","sizeBytes":1049},{"lfs":false,"path":"config.json","sizeBytes":1310},{"lfs":false,"path":"demo.py","sizeBytes":1464},{"lfs":false,"path":"generation_config.json","sizeBytes":215},{"lfs":false,"path":"merges.txt","sizeBytes":1671853},{"lfs":true,"path":"model.safetensors","sizeBytes":4418050848},{"lfs":false,"path":"ops_mm_embedding_v1.py","sizeBytes":11310},{"lfs":false,"path":"preprocessor_config.json","sizeBytes":572},{"lfs":false,"path":"score/Ops-MM-embedding-v1-2B.json","sizeBytes":95643},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":613},{"lfs":true,"path":"tokenizer.json","sizeBytes":11420371},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":4327},{"lfs":false,"path":"vocab.json","sizeBytes":2776833}],"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":4434043115,"sizeKnown":true,"sizeLabel":"4.1 GB","sizeReason":"","declaredSizeBytes":4434043115,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":632,"stars":17,"citations":0,"updatedAt":"2026-08-29T17:56:20.034Z","createdAt":"2026-06-30T02:18:31.403Z","version":"hf-main","upstream":{"gated":false,"repoId":"OpenSearch-AI/Ops-MM-embedding-v1-2B","private":false,"repoUrl":"https://huggingface.co/OpenSearch-AI/Ops-MM-embedding-v1-2B","disabled":false,"provider":"huggingface","repoType":"model","revision":"69c23ac5595bb7fb3a9959df96fe155b3650c01e","fetchedAt":"2026-08-29T12:25:22.752Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-08-29T17:56:20.034Z","mirroredBy":"mirror-batch-worker","totalFiles":16,"hostedFiles":13,"mirroredBytes":4434028771,"mirroredFiles":13,"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_9fe0b915e69f2ff6ed410db7f469d637b362cb0811547e60c406eb617e338f0b","artifactId":"hf-model-opensearch-ai-ops-mm-embedding-v1-2b","representationId":"rep-7651fd7fd55e7b1ce3bdb3e4a05c4c2d85ec6caf6d5d89c829e915bbf827a7b5","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-7651fd7fd55e7b1ce3bdb3e4a05c4c2d85ec6caf6d5d89c829e915bbf827a7b5","artifactId":"hf-model-opensearch-ai-ops-mm-embedding-v1-2b","format":"safetensors","source":{"provider":"huggingface","identity":"OpenSearch-AI/Ops-MM-embedding-v1-2B","revision":"69c23ac5595bb7fb3a9959df96fe155b3650c01e","immutable":true},"files":[{"path":"README.md","role":"support","sizeBytes":4745,"sha256":"sha256:b5dd473cef3e34442528da872fc678c02dfdb24feed5ae46a9a1d87a75f6db0b","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:3b7cd372f3c1fba7146c888227d36b6f7ed930bf32a37a5a83332adf1f783a6e"},{"path":"added_tokens.json","role":"support","sizeBytes":392,"sha256":"sha256:7fa54985b58718a8fdb4f4d97484c4bd908db114847675e4bf3afe3e1d5d7bd4","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:675064e7417aec7fee83159546cbdfb90d0a9910a8f1bf58747359c25ac3e5d9"},{"path":"chat_template.json","role":"template","sizeBytes":1049,"sha256":"sha256:94174d7176c52a7192f96fc34eb2cf23c7c2059d63cdbfadca1586ba89731fb7","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:0bc295dc3243bddeba57089be6fd600f96d8419530d7f6e567492eeeb833c0e0"},{"path":"config.json","role":"config","sizeBytes":1310,"sha256":"sha256:71cd0fa85e148886ff40b42f83f9699bcd826c294066f944ba265e1149bf9282","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:ff3898bc34c56bfcf52ef7eb01a5a40d518f8f5e270c82d2be5f38378609f55c"},{"path":"generation_config.json","role":"config","sizeBytes":215,"sha256":"sha256:8fed41176f915e3074aaddfa8e6eed505d9001f3edd5dd6c6ce2caaa94170b38","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:4bc09a1504347de387f1be166932081cebdf46957ac05def45ae9d4144a9e19c"},{"path":"merges.txt","role":"tokenizer","sizeBytes":1671853,"sha256":"sha256:8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:e1fad46df54d4ba1fbd197c49b9238d53fa78c600b355f3879c125e25d5ec5ca"},{"path":"model.safetensors","role":"weight","sizeBytes":4418050848,"sha256":"sha256:6a94699edc3bfe4d03f7cd060b5fe9b153cbe45e810cf09ef52a15d2ea92a61f","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:9ee67466aeef31f792f0bb39e450309a63d7292e043527700ec344da67ac2bba"},{"path":"preprocessor_config.json","role":"config","sizeBytes":572,"sha256":"sha256:29d27c703e5186231bc2ca07a876738a9f67ef5cb300ea2f72cf4048170d090d","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:f37dbad3682e4ff825324ddf2734b022df89c1f6b307b82c0855678c77a55db1"},{"path":"score/Ops-MM-embedding-v1-2B.json","role":"support","sizeBytes":95643,"sha256":"sha256:6a4aebb7ea8f41eafd1113627484a9382cee9d174ab4129437984f2d1dd4ab8d","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:49ed05fa221035bf93f5b6e229dc98a4901f98bf471976f597cae1d6239c28e5"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":613,"sha256":"sha256:76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:c13d082bb31db38ac48aa391db733d6dc77d2d554b6f6fc5e01d1f9e445445c9"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":11420371,"sha256":"sha256:091aa7594dc2fcfbfa06b9e3c22a5f0562ac14f30375c13af7309407a0e67b8a","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:b824f34391cf2ec200803b739d93a43cd1514bf71fbbb88960ebbd0b52eb0d7a"},{"path":"tokenizer_config.json","role":"config","sizeBytes":4327,"sha256":"sha256:2cd4a50de05e1e2a916d04cb62522216d5a3af31bec65dbea96806d75f4b4b16","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:16e261b35d9c7e6d255c9b636a6e7a5359319d128d29866d261e33a3e4f64b89"},{"path":"vocab.json","role":"tokenizer","sizeBytes":2776833,"sha256":"sha256:ca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:586f83e18a7985ad128cfe28b89ad1a918e72982bca0b897818ff9e66fd23791"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:b5d2d31625545956ff1b1fc5bd23808bae68f6ce40bd415033c4706a079f89bd","representationDigest":"sha256:9c208ee3e17d66bf0d5a03ebad38f3317da0337099b89d984c703527831ed15d","evidenceSnapshotDigest":"sha256:a427b44caf6eb0f6f5c54064ae022a100e2f5bfecb9c0fe9b3576690e79c54e1","evaluatedAt":"2026-08-29T17:56:20.370Z","authorityVersion":"sha256:3f1e9817505fdb134ce8222ffc74b3848b6bf51b7accbb444b5a469dcb7fa74a","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":13,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":16,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T01:01:14.141Z","evidence_url":"/api/manifests/hf-model-opensearch-ai-ops-mm-embedding-v1-2b"}},"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":16,"publicDownloadableFileCount":13,"externalFileCount":16,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":4434043115,"label":"4.1 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":632,"upstreamStars":17,"label":"632 upstream downloads","basis":"upstream-downloads"},"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":"OpenSearch-AI/Ops-MM-embedding-v1-2B"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"13/16 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: OpenSearch-AI/Ops-MM-embedding-v1-2B","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 13/16 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":13,"externalFiles":3,"totalFiles":16},"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-opensearch-ai-ops-mm-embedding-v1-2b/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"OpenSearch-AI/Ops-MM-embedding-v1-2B"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T01:01:14.141Z","evidence_url":"/api/manifests/hf-model-opensearch-ai-ops-mm-embedding-v1-2b"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-opensearch-ai-ops-mm-embedding-v1-2b/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-opensearch-ai-ops-mm-embedding-v1-2b/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-opensearch-ai-ops-mm-embedding-v1-2b/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-opensearch-ai-ops-mm-embedding-v1-2b","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-opensearch-ai-ops-mm-embedding-v1-2b/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":"OpenSearch-AI/Ops-MM-embedding-v1-2B"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"13/16 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: OpenSearch-AI/Ops-MM-embedding-v1-2B","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 13/16 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":13,"externalFiles":3,"totalFiles":16},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-opensearch-ai-ops-mm-embedding-v1-2b/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-opensearch-ai-ops-mm-embedding-v1-2b/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-opensearch-ai-ops-mm-embedding-v1-2b/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-opensearch-ai-ops-mm-embedding-v1-2b","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-opensearch-ai-ops-mm-embedding-v1-2b/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-opensearch-ai-ops-mm-embedding-v1-2b/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-opensearch-ai-ops-mm-embedding-v1-2b/distribution"},"supportedClaims":["OpenSearch-AI/Ops-MM-embedding-v1-2B has 0 self-reported, unqualified Hugging Bay community reviews.","OpenSearch-AI/Ops-MM-embedding-v1-2B has 0 self-reported run claims; none qualify verification during limited availability.","OpenSearch-AI/Ops-MM-embedding-v1-2B 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-opensearch-ai-ops-mm-embedding-v1-2b/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-opensearch-ai-ops-mm-embedding-v1-2b/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-opensearch-ai-ops-mm-embedding-v1-2b"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-opensearch-ai-ops-mm-embedding-v1-2b/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."}}