{"id":"hf-model-fastflowlm-qwen3-8-27b-npu2","name":"Qwen3.8-27B-NPU2","tags":["huggingface-import","external-catalog","model","apache-2.0","transformers","qwen3_5","image-text-to-text","conversational","license:apache-2.0","endpoints_compatible","region:us","vision"],"task":"image-text-to-text","type":"vision","evals":[],"owner":"FastFlowLM","stars":4,"formats":["gitattributes","md","jinja","json","q4nx"],"hosting":{"status":"hosted","totalFiles":13,"hostedFiles":5,"mirroredBytes":18056693996,"mirroredFiles":5,"hostedFilesAuthority":"live-serve-decision","hosted":true,"downloadable":true,"readyFileCount":5,"serveAuthority":"live-serve-decision","downloadReady":true},"license":"apache-2.0","summary":"Model from Hugging Face for image text to text: FastFlowLM/Qwen3.8-27B-NPU2 · transformers","version":"hf-main","modality":"vision","upstream":{"gated":false,"repoId":"FastFlowLM/Qwen3.8-27B-NPU2","private":false,"repoUrl":"https://huggingface.co/FastFlowLM/Qwen3.8-27B-NPU2","disabled":false,"provider":"huggingface","repoType":"model","revision":"071def594ad89b0dadd104a117722d6090a5fa26","fetchedAt":"2026-10-08T18:29:08.253Z","importMode":"external-catalog","licenseRaw":"apache-2.0","revisionPin":{"source":"hf-api-revision-endpoint","pinnedAt":"2026-10-08T18:29:08.253Z","revision":"071def594ad89b0dadd104a117722d6090a5fa26"},"licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"versions":[{"commit":"071def5","version":"hf-main","releasedAt":"2026-09-29T17:29:11.000Z","scanStatus":"pending","manifestDigest":"external-not-mirrored"}],"citations":0,"createdAt":"2026-10-08T18:29:08.299Z","fileCount":13,"framework":"transformers","publisher":"FastFlowLM","sizeBytes":18069577280,"sourceUrl":"https://huggingface.co/FastFlowLM/Qwen3.8-27B-NPU2","updatedAt":"2026-09-29T17:29:11.000Z","scanStatus":"pending","visibility":"public","description":"External Hugging Face catalog record for FastFlowLM/Qwen3.8-27B-NPU2. Task: image text to text. Library: transformers. Files we host have a published SHA-256.","mirrorCount":0,"safetyNotes":["External catalog metadata imported from Hugging Face public API on 2026-10-08T18:29:08.299Z.","Upstream license: apache-2.0. Mirror admission policy: permissive (owner policy; no license rights inferred).","Not locally hosted, mirrored, signed, or rescanned by Hugging Bay."],"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":[],"repoType":"model","baseModel":"","languages":[],"sourceUrl":"https://huggingface.co/FastFlowLM/Qwen3.8-27B-NPU2","evalResults":[],"libraryName":"transformers","pipelineTag":"image-text-to-text","cardDataKeys":["library_name","license","pipeline_tag"],"semanticText":"image-text-to-text transformers vision model","semanticTerms":["image-text-to-text","transformers","vision","model"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1672},{"lfs":false,"path":"README.md","sizeBytes":65012},{"lfs":false,"path":"chat_template.jinja","sizeBytes":8952},{"lfs":false,"path":"config.json","sizeBytes":3416},{"lfs":true,"path":"model.q4nx","sizeBytes":17097334824},{"lfs":true,"path":"tokenizer.json","sizeBytes":12809320},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":18004},{"lfs":true,"path":"vision_weight.q4nx","sizeBytes":959336080}],"modelIndexNames":[]},"releaseGates":{"scan":"pending","files":"pending","license":"passed","metadata":"passed","signature":"pending","provenance":"passed"},"downloadCount":501,"hostedFileCount":5,"cardCompleteness":89,"externalFileCount":8,"verificationStatus":"pending","requestedVisibility":"public","repo":"FastFlowLM/Qwen3.8-27B-NPU2","files":[{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_fb6408c2d5ae08364759280d5ba893954527459f23735b5a6a18024f612b8d09","policyDigest":"sha256:fe243863f899bf05a42bebdfda3ea2f91431136004e3d898dd138bd125d59178","publicationId":"hbeol_fb6408c2d5ae08364759280d5ba893954527459f23735b5a6a18024f612b8d09","payloadReadsPerformed":0,"securityScanPerformed":false},"path":".gitattributes","sizeBytes":1672,"storageSizeBytes":1672,"format":"gitattributes","sha256":"8176c6e87e97b31cf5f082fbfdca35657a21f458c00b42f82f2ec227cd2d21a7","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"4024240d1736b025e64675f817c9df18654c8ec0","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_fb6408c2d5ae08364759280d5ba893954527459f23735b5a6a18024f612b8d09","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:fe243863f899bf05a42bebdfda3ea2f91431136004e3d898dd138bd125d59178","existingObjectRegistrationId":"hbeoa_fb6408c2d5ae08364759280d5ba893954527459f23735b5a6a18024f612b8d09","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-fastflowlm-qwen3-8-27b-npu2/.gitattributes","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-07T18:04:50.456Z","evidence_url":"/api/manifests/hf-model-fastflowlm-qwen3-8-27b-npu2"},"signature_state":"signed"},{"path":"README.md","risk":"low","format":"md","sha256":"","lfsSha256":"","sizeBytes":65012,"sourceKind":"external-hf","contentType":"application/octet-stream","externalOid":"bc8aa0e396cd029c21cd773cca21830d0ded28ec","externalUrl":null,"downloadPolicy":"unavailable","storageProvider":"","selectedRepresentationId":"","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"hosted":false,"downloadAuthorized":false,"downloadable":false,"downloadUrl":null,"landingUrl":null,"hostedDownloadUrl":null,"verifiedDownloadUrl":null,"download_url":null,"directDownloadUrl":null,"hostedWeightUrl":null,"weightUrl":null,"manifestUrl":null,"manifestKeyUrl":null,"torrentUrl":null,"magnetUrl":null,"magnetUri":null,"torrent":null,"magnet":null,"localKitUrl":null,"localKitApiUrl":null,"citationUrl":null,"downloadPlanUrl":null,"downloadableFilesUrl":null,"hostedDownloadsUrl":null,"peerFallbacks":[],"tools":[],"toolCommands":[],"hostingStatus":"blocked","readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-07T18:04:50.456Z","evidence_url":"/api/manifests/hf-model-fastflowlm-qwen3-8-27b-npu2"},"signature_state":"unsigned"},{"path":"chat_template.jinja","risk":"low","format":"jinja","sha256":"","lfsSha256":"","sizeBytes":8952,"sourceKind":"external-hf","contentType":"application/octet-stream","externalOid":"c0c686f9c38d70d179fb7b5f5aa7530bc913dda3","externalUrl":null,"downloadPolicy":"unavailable","storageProvider":"","selectedRepresentationId":"","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"hosted":false,"downloadAuthorized":false,"downloadable":false,"downloadUrl":null,"landingUrl":null,"hostedDownloadUrl":null,"verifiedDownloadUrl":null,"download_url":null,"directDownloadUrl":null,"hostedWeightUrl":null,"weightUrl":null,"manifestUrl":null,"manifestKeyUrl":null,"torrentUrl":null,"magnetUrl":null,"magnetUri":null,"torrent":null,"magnet":null,"localKitUrl":null,"localKitApiUrl":null,"citationUrl":null,"downloadPlanUrl":null,"downloadableFilesUrl":null,"hostedDownloadsUrl":null,"peerFallbacks":[],"tools":[],"toolCommands":[],"hostingStatus":"blocked","readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-07T18:04:50.456Z","evidence_url":"/api/manifests/hf-model-fastflowlm-qwen3-8-27b-npu2"},"signature_state":"unsigned"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_2a8543af0ff7b5a5ec132986dcffa12eada3df3aa85417637ca0d2d59b04a2ff","policyDigest":"sha256:fe243863f899bf05a42bebdfda3ea2f91431136004e3d898dd138bd125d59178","publicationId":"hbeol_2a8543af0ff7b5a5ec132986dcffa12eada3df3aa85417637ca0d2d59b04a2ff","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"config.json","sizeBytes":3416,"storageSizeBytes":3416,"format":"json","sha256":"7655c136a6b09ab69ec99d353a203a8c27d09be044b39930a11267c30b0837d5","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"d4592f5ff8c19d462954a7c89e659d53ef160e60","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_2a8543af0ff7b5a5ec132986dcffa12eada3df3aa85417637ca0d2d59b04a2ff","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:fe243863f899bf05a42bebdfda3ea2f91431136004e3d898dd138bd125d59178","existingObjectRegistrationId":"hbeoa_2a8543af0ff7b5a5ec132986dcffa12eada3df3aa85417637ca0d2d59b04a2ff","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-fastflowlm-qwen3-8-27b-npu2/config.json","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-07T18:04:50.456Z","evidence_url":"/api/manifests/hf-model-fastflowlm-qwen3-8-27b-npu2"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_dad78c1d459a749951fae3747b806fa6e240babeadf24137efa33be13d04847c","policyDigest":"sha256:fe243863f899bf05a42bebdfda3ea2f91431136004e3d898dd138bd125d59178","publicationId":"hbeol_dad78c1d459a749951fae3747b806fa6e240babeadf24137efa33be13d04847c","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"model.q4nx","sizeBytes":17097334824,"storageSizeBytes":17097334824,"format":"q4nx","sha256":"2f0c797f525d5bbacb9f0cde5ff2ea06a3b498a6fc55f5cccc8c97d7eaf00fa1","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"2f0c797f525d5bbacb9f0cde5ff2ea06a3b498a6fc55f5cccc8c97d7eaf00fa1","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_dad78c1d459a749951fae3747b806fa6e240babeadf24137efa33be13d04847c","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:fe243863f899bf05a42bebdfda3ea2f91431136004e3d898dd138bd125d59178","existingObjectRegistrationId":"hbeoa_dad78c1d459a749951fae3747b806fa6e240babeadf24137efa33be13d04847c","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-fastflowlm-qwen3-8-27b-npu2/model.q4nx","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-07T18:04:50.456Z","evidence_url":"/api/manifests/hf-model-fastflowlm-qwen3-8-27b-npu2"},"signature_state":"signed"},{"path":"tokenizer.json","risk":"low","format":"json","sha256":"0997f410c57a1f4e53b09e4be8f4a172d90edd9564368fb0847030937229b9f3","lfsSha256":"0997f410c57a1f4e53b09e4be8f4a172d90edd9564368fb0847030937229b9f3","sizeBytes":12809320,"sourceKind":"external-hf","contentType":"application/octet-stream","externalOid":"9328ce9c41e80f6dd7bc2c66d8ae1fc93bf87440","externalUrl":null,"downloadPolicy":"unavailable","storageProvider":"","selectedRepresentationId":"","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"hosted":false,"downloadAuthorized":false,"downloadable":false,"downloadUrl":null,"landingUrl":null,"hostedDownloadUrl":null,"verifiedDownloadUrl":null,"download_url":null,"directDownloadUrl":null,"hostedWeightUrl":null,"weightUrl":null,"manifestUrl":null,"manifestKeyUrl":null,"torrentUrl":null,"magnetUrl":null,"magnetUri":null,"torrent":null,"magnet":null,"localKitUrl":null,"localKitApiUrl":null,"citationUrl":null,"downloadPlanUrl":null,"downloadableFilesUrl":null,"hostedDownloadsUrl":null,"peerFallbacks":[],"tools":[],"toolCommands":[],"hostingStatus":"blocked","readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-07T18:04:50.456Z","evidence_url":"/api/manifests/hf-model-fastflowlm-qwen3-8-27b-npu2"},"signature_state":"unsigned"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_f861e3360ed818a9a0e4ef02f2aa45984e2bc3959e5416c32f88cd9342ffb2a4","policyDigest":"sha256:fe243863f899bf05a42bebdfda3ea2f91431136004e3d898dd138bd125d59178","publicationId":"hbeol_f861e3360ed818a9a0e4ef02f2aa45984e2bc3959e5416c32f88cd9342ffb2a4","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"tokenizer_config.json","sizeBytes":18004,"storageSizeBytes":18004,"format":"json","sha256":"b753650adaf085234140e41876bc0ffd84faf36ed7925675fbff4097a719805f","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"ba77108a7680d247a8079763961e8766387cb9be","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_f861e3360ed818a9a0e4ef02f2aa45984e2bc3959e5416c32f88cd9342ffb2a4","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:fe243863f899bf05a42bebdfda3ea2f91431136004e3d898dd138bd125d59178","existingObjectRegistrationId":"hbeoa_f861e3360ed818a9a0e4ef02f2aa45984e2bc3959e5416c32f88cd9342ffb2a4","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-fastflowlm-qwen3-8-27b-npu2/tokenizer_config.json","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-07T18:04:50.456Z","evidence_url":"/api/manifests/hf-model-fastflowlm-qwen3-8-27b-npu2"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_ec3ef3bc2866103cfeaffadc11966cf3c008bbb3242e50cdfcf997009d4b93c4","policyDigest":"sha256:fe243863f899bf05a42bebdfda3ea2f91431136004e3d898dd138bd125d59178","publicationId":"hbeol_ec3ef3bc2866103cfeaffadc11966cf3c008bbb3242e50cdfcf997009d4b93c4","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"vision_weight.q4nx","sizeBytes":959336080,"storageSizeBytes":959336080,"format":"q4nx","sha256":"5c257207454c6bb82618e68ef5558963e3ddaecd3efab6f8b528d2b9092715a2","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"5c257207454c6bb82618e68ef5558963e3ddaecd3efab6f8b528d2b9092715a2","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_ec3ef3bc2866103cfeaffadc11966cf3c008bbb3242e50cdfcf997009d4b93c4","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:fe243863f899bf05a42bebdfda3ea2f91431136004e3d898dd138bd125d59178","existingObjectRegistrationId":"hbeoa_ec3ef3bc2866103cfeaffadc11966cf3c008bbb3242e50cdfcf997009d4b93c4","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-fastflowlm-qwen3-8-27b-npu2/vision_weight.q4nx","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-07T18:04:50.456Z","evidence_url":"/api/manifests/hf-model-fastflowlm-qwen3-8-27b-npu2"},"signature_state":"signed"}],"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":[]},"publicDownloadableFileCount":5,"publicFileCount":13,"displayOnly":true,"authorizationRequired":true,"eligibilitySnapshotAt":"2026-11-07T18:03:58.293Z","webUrl":"https://huggingbay.xyz/artifact/hf-model-fastflowlm-qwen3-8-27b-npu2","listedFileLowerBound":8,"hostingStatus":"hosted","signals":{"size":{"known":true,"bytes":18069577280,"label":"16.8 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":501,"upstreamStars":4,"label":"501 upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"unknown","label":"Unknown","qualification":"recorded-state-file-downloads-only","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"FastFlowLM/Qwen3.8-27B-NPU2"},{"id":"scan","label":"Scan","status":"warn","detail":"pending"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"5/13 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is file-downloads-only; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["License: apache-2.0","Provenance: FastFlowLM/Qwen3.8-27B-NPU2","Byte manifest integrity: selected representation is file-downloads-only; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Scan: pending","Hosted files: 5/13 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":5,"externalFiles":8,"totalFiles":13},"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-fastflowlm-qwen3-8-27b-npu2/mirrors"}},"mirrorCompletion":{"status":"partial","hostedFiles":5,"totalFiles":8,"externalFiles":3,"hostedBytes":18056693996,"externalBytes":12883284,"lowRiskExternalFiles":3,"overFileCapFiles":0,"overBatchCapFiles":0,"directMirrorExternalFiles":3,"directMirrorExternalBytes":12883284,"reviewedRiskyWeightExternalFiles":0,"reviewedRiskyWeightExternalBytes":0,"currentLimits":{"maxMirrorFileBytes":536870912,"maxMirrorTotalBytes":1073741824,"maxMirrorFiles":8,"maxDirectMirrorFileBytes":8589934592,"maxDirectMirrorTotalBytes":17179869184},"directMirrorExternalSamples":[{"path":"chat_template.jinja","sizeBytes":8952,"risk":"low","format":"jinja"},{"path":"README.md","sizeBytes":65012,"risk":"low","format":"md"},{"path":"tokenizer.json","sizeBytes":12809320,"risk":"low","format":"json"}],"reviewedRiskyWeightExternalSamples":[],"largestExternalFiles":[{"path":"tokenizer.json","sizeBytes":12809320,"risk":"low","format":"json","overFileCap":false},{"path":"README.md","sizeBytes":65012,"risk":"low","format":"md","overFileCap":false},{"path":"chat_template.jinja","sizeBytes":8952,"risk":"low","format":"jinja","overFileCap":false}]},"cardDescription":"A model for working with images and text together.","licenseLabel":"apache-2.0","recommendedFile":null,"licenseClarity":{"license":"apache-2.0","commercialUse":"yes","confidence":"high","obligations":["Attribution/notice requirements of the license still apply."],"summary":"Permissive open license: commercial use, modification, and redistribution are permitted.","redistribution":"Keep every copyright, attribution, license, and NOTICE requirement imposed by the exact license text.","notes":"Not legal advice."},"licenseObligationsDigest":null,"licenseUpstreamRecord":{"declaredLicense":"apache-2.0","upstreamLicenseRaw":"apache-2.0","sourceUrl":"https://huggingface.co/FastFlowLM/Qwen3.8-27B-NPU2","upstream":{"gated":false,"repoId":"FastFlowLM/Qwen3.8-27B-NPU2","private":false,"repoUrl":"https://huggingface.co/FastFlowLM/Qwen3.8-27B-NPU2","disabled":false,"provider":"huggingface","repoType":"model","revision":"071def594ad89b0dadd104a117722d6090a5fa26","fetchedAt":"2026-10-08T18:29:08.253Z","importMode":"external-catalog","licenseRaw":"apache-2.0","revisionPin":{"source":"hf-api-revision-endpoint","pinnedAt":"2026-10-08T18:29:08.253Z","revision":"071def594ad89b0dadd104a117722d6090a5fa26"},"licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"}},"gateStatus":"mirror-exists","downloadable":true,"downloadStatus":"READY","reasonCodes":["no-tested-run-plan","inventory-incomplete"],"reason":"Files are available; a model-weight selection is not confirmed.","serveEvaluatedAt":"2026-11-07T18:04:50.273Z","serveEvaluationId":"serve-d0df93189fa1cb46bec427cc67f5a0c00490ede87cddb0ec4449e6843f04b437","readiness":"ready","downloadReady":true,"mirroredBytes":18056693996,"readinessCheckedAt":"2026-11-07T18:04:50.456Z","readinessSource":"file-check","serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-07T18:04:50.273Z","serveEvaluationId":"serve-d0df93189fa1cb46bec427cc67f5a0c00490ede87cddb0ec4449e6843f04b437","readiness":"ready","downloadReady":true,"hostedFileCount":5,"mirroredBytes":18056693996,"readinessCheckedAt":"2026-11-07T18:04:50.273Z","readinessSource":"file-check","degraded":false,"stale":false},"authorityMode":"private-download-only","commandsAvailable":false,"runReady":false,"attribution":"Hosted · published SHA-256 checksums · https://huggingbay.xyz/artifact/hf-model-fastflowlm-qwen3-8-27b-npu2","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."},"hosted":true,"pageFacts":{"id":"hf-model-fastflowlm-qwen3-8-27b-npu2","repo":"FastFlowLM/Qwen3.8-27B-NPU2","type":"vision","purpose":"open-weights vision model for vision-language chat","license":{"id":"apache-2.0","label":"apache-2.0","state":"known","url":"https://spdx.org/licenses/Apache-2.0.html","source":"spdx","hostedFile":false,"commercialUse":"yes","terms":"Permissive open license: commercial use, modification, and redistribution are permitted."},"task":{"id":"image-text-to-text","label":"vision-language chat"},"size":{"bytes":18069577280,"label":"18.1 GB","known":true,"repositoryLabel":"Full repo upstream","hostedKnown":false,"hostedBytes":0,"hostedLabel":"size unknown","hostedSummary":"at least 5 listed files; full count and size unknown","hostedIsSubset":false,"downloadBytes":0,"downloadLabel":"","recommended":null,"parameters":{"totalB":27,"activeB":null,"label":"27B","activeLabel":"","source":"repo-name"},"sentence":"FastFlowLM/Qwen3.8-27B-NPU2 has 27B parameters. Hosted here: at least 5 listed files; full count and size unknown. Full repo upstream: 18.1 GB."},"files":{"hosted":5,"total":13,"label":"5 hosted of 13 listed"},"manifestSigning":{"status":"signed","label":"Signed by the harbor","publicKeyUrl":"/api/keys/manifest-signing","keyId":"ed25519:718f9ccff1cef500235425ce","manifestUrl":"/api/manifests/hf-model-fastflowlm-qwen3-8-27b-npu2","signature":{"version":1,"algorithm":"Ed25519","key_id":"ed25519:718f9ccff1cef500235425ce","canonical_digest":"sha256:4b4763f6909a8bdc31dc5f9f8812e33ffc08a20691bff442f6579a7969976609","value":"2nJrlkidoVyf3i_GZjKbJq1x_PAP7uCpN7MpH8iUBHyHDKiw9aTjoBdegTfxgmfiyX0sfZ6hiNfGtFbnt0Z3Aw","signed_at":"2026-11-07T18:04:50.320Z","public_key_url":"/api/keys/manifest-signing","payload":"canonical-json:manifest-excluding-signature-and-generated_at","canonical_encoding":"rfc8785","canonical_excludes":["signature","generated_at","manifest_digest","serveEvaluatedAt","serveEvaluationId","serveExplanation","readinessCheckedAt","obtainReady","serveVerdict","reason","reasonCodes"]}},"download":{"status":"unknown","label":"Model weight availability is unknown","url":""},"released":{"iso":"2026-10-08","label":"Oct 8, 2026","upstream":false,"factLabel":"Added to Hugging Bay"},"updated":{"iso":"2026-09-29","label":"Sep 29, 2026","factLabel":"Updated at source"},"source":{"provider":"huggingface","label":"Hugging Face","url":"https://huggingface.co/FastFlowLM/Qwen3.8-27B-NPU2","repoId":"FastFlowLM/Qwen3.8-27B-NPU2"},"languages":[],"baseModel":{"ref":"","url":"","resolveUrl":""},"paperIds":[],"arxivIds":[],"sameAs":["https://huggingface.co/FastFlowLM/Qwen3.8-27B-NPU2"],"creator":{"@type":"Organization","name":"FastFlowLM","url":"https://huggingface.co/FastFlowLM","sameAs":["https://huggingface.co/FastFlowLM"]},"scholarlyArticles":[],"scanStatus":"pending","faq":[{"id":"what-is-it","question":"What is FastFlowLM/Qwen3.8-27B-NPU2?","answer":"FastFlowLM/Qwen3.8-27B-NPU2 is an open-weights vision model for vision-language chat published by FastFlowLM, added to Hugging Bay Oct 8, 2026. Model from Hugging Face for image text to text: FastFlowLM/Qwen3.8-27B-NPU2 · transformers"},{"id":"license","question":"What license does FastFlowLM/Qwen3.8-27B-NPU2 use, and can I use it commercially?","answer":"It is released under the apache-2.0 license. Commercial use is allowed. Permissive open license: commercial use, modification, and redistribution are permitted."},{"id":"size","question":"How big is FastFlowLM/Qwen3.8-27B-NPU2?","answer":"FastFlowLM/Qwen3.8-27B-NPU2 has 27B parameters. Hosted here: at least 5 listed files; full count and size unknown. Full repo upstream: 18.1 GB."},{"id":"download","question":"Where can I download FastFlowLM/Qwen3.8-27B-NPU2?","answer":"Hosted here: at least 5 listed files; full count and size unknown. Full repo upstream: 18.1 GB. The original release is at https://huggingface.co/FastFlowLM/Qwen3.8-27B-NPU2."},{"id":"safety","question":"Has FastFlowLM/Qwen3.8-27B-NPU2 been scanned for unsafe files?","answer":"Source scan status: pending. A scan checks the files for known-bad signatures; it does not mean the model is safe. 5 hosted files carry a published SHA-256 you can re-hash. The machine-readable verdict is at /api/artifacts/hf-model-fastflowlm-qwen3-8-27b-npu2/safety on Hugging Bay."},{"id":"fit-unknown","question":"Will FastFlowLM/Qwen3.8-27B-NPU2 run on my computer?","answer":"Model weight availability is unknown. A file-size fit is not a run check."}],"modelAnswer":null,"modelRecipeReceipt":null},"guidedDownloadCard":{"schemaVersion":"hugging-bay.guided-download-card/v2","artifactId":"hf-model-fastflowlm-qwen3-8-27b-npu2","repo":"FastFlowLM/Qwen3.8-27B-NPU2","serveState":"READY","downloadReady":true,"reasonCodes":[],"withheld":{"active":false},"wasmRun":null,"bytesOnStorage":true,"file":null,"noHostedWeights":true,"notSingleFile":false,"download":{"available":false,"url":null},"otherFiles":[{"path":".gitattributes","fileName":".gitattributes","sha256":"8176c6e87e97b31cf5f082fbfdca35657a21f458c00b42f82f2ec227cd2d21a7","sizeLabel":"1.67 KB","downloadUrl":"/api/downloads/hf-model-fastflowlm-qwen3-8-27b-npu2/.gitattributes"},{"path":"config.json","fileName":"config.json","sha256":"7655c136a6b09ab69ec99d353a203a8c27d09be044b39930a11267c30b0837d5","sizeLabel":"3.42 KB","downloadUrl":"/api/downloads/hf-model-fastflowlm-qwen3-8-27b-npu2/config.json"},{"path":"model.q4nx","fileName":"model.q4nx","sha256":"2f0c797f525d5bbacb9f0cde5ff2ea06a3b498a6fc55f5cccc8c97d7eaf00fa1","sizeLabel":"17.1 GB","downloadUrl":"/api/downloads/hf-model-fastflowlm-qwen3-8-27b-npu2/model.q4nx"},{"path":"tokenizer_config.json","fileName":"tokenizer_config.json","sha256":"b753650adaf085234140e41876bc0ffd84faf36ed7925675fbff4097a719805f","sizeLabel":"18 KB","downloadUrl":"/api/downloads/hf-model-fastflowlm-qwen3-8-27b-npu2/tokenizer_config.json"},{"path":"vision_weight.q4nx","fileName":"vision_weight.q4nx","sha256":"5c257207454c6bb82618e68ef5558963e3ddaecd3efab6f8b528d2b9092715a2","sizeLabel":"959.3 MB","downloadUrl":"/api/downloads/hf-model-fastflowlm-qwen3-8-27b-npu2/vision_weight.q4nx"}],"run":{"available":false,"reason":"no-runnable-file","lmStudioUrl":"https://lmstudio.ai/","terminalCommand":null,"verificationMessage":null},"paused":{"active":false},"blocked":{"active":true,"reason":"not-hosted-here-yet","message":"Weights not hosted yet"},"unconfirmed":{"active":false},"licenseGate":{"active":false},"checks":{"license":"apache-2.0","licenseLabel":null,"fingerprintMatches":false,"hostedFiles":5,"totalFiles":13},"policyVersion":"hugging-bay.guided-download-card/v2","evaluatedAt":"2026-11-07T18:04:50.462Z","readiness":"ready","downloadable":true,"downloadStatus":"READY","hostedFileCount":5,"mirroredBytes":18056693996,"readinessCheckedAt":"2026-11-07T18:04:50.462Z","readinessSource":"file-check","degraded":false,"stale":false,"hosted":true,"hostingStatus":"hosted","publicDownloadableFileCount":5,"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"unsigned","freshness":"current","checked_at":"2026-11-07T18:04:50.462Z","evidence_url":"/api/manifests/hf-model-fastflowlm-qwen3-8-27b-npu2"}},"canIRun":true,"modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for generating text from images and text.","confidence":"medium","task":"image-text-to-text","audience":null,"basis":"recorded-metadata","rules":["task:image-text-to-text"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"image-text-to-text"},{"field":"cardMetadata.pipelineTag","value":"image-text-to-text"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":18069577280,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"runTested":false,"degraded":false,"stale":false,"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"FastFlowLM/Qwen3.8-27B-NPU2"}},"runs_here":{"schema_version":1,"artifact_id":"hf-model-fastflowlm-qwen3-8-27b-npu2","records":[],"next_cursor":null},"hardware_fit":{"schema":"hugging-bay.hardware-fit.v1","artifactId":"hf-model-fastflowlm-qwen3-8-27b-npu2","revision":"071def594ad89b0dadd104a117722d6090a5fa26","claim":"estimated_physical_memory_capacity","runnableAuthority":false,"representations":[],"reason":"admitted_memory_inputs_unavailable"},"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.","downloadable":true},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-07T18:04:50.456Z","evidence_url":"/api/manifests/hf-model-fastflowlm-qwen3-8-27b-npu2"}}