{"schemaVersion":"hugging-bay.publisher-profile.v1","generatedAt":"2026-10-30T03:53:34.874Z","namespace":"Isotonic","displayName":"Isotonic","claimed":false,"applicationStatus":null,"stats":{"artifacts":5,"publicArtifacts":5,"gatedArtifacts":0,"hostedArtifacts":0,"hostedFiles":0,"externalFiles":63,"totalFiles":63,"downloads":33441,"stars":30,"updatedAt":"2026-09-22T11:37:00.218Z","reviewQualification":"self-reported-unqualified","reviewTrustImpact":"none"},"topArtifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":6,"mirroredBytes":744356364,"readinessCheckedAt":"2026-10-30T03:14:34.836Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":6,"mirroredBytes":744356364,"readinessCheckedAt":"2026-10-30T03:14:34.836Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-isotonic-deberta-v3-base-finetuned-ai4privacy-v2","owner":"Isotonic","name":"deberta-v3-base_finetuned_ai4privacy_v2","repo":"Isotonic/deberta-v3-base_finetuned_ai4privacy_v2","type":"llm","summary":"Model from Hugging Face for token classification: Isotonic/deberta-v3-base_finetuned_ai4privacy_v2 · transformers","cardDescription":"Labels words and phrases within text.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for labeling parts of text.","confidence":"medium","task":"token-classification","audience":null,"basis":"recorded-metadata","rules":["task:token-classification"],"evidence":[{"field":"license","value":"cc-by-nc-4.0"},{"field":"cardMetadata.license","value":"cc-by-nc-4.0"},{"field":"baseModel","value":"microsoft/deberta-v3-base"},{"field":"task","value":"token-classification"},{"field":"cardMetadata.pipelineTag","value":"token-classification"}],"caveats":["check-license-terms","base-model-capabilities-not-inherited","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"cc-by-nc-4.0","status":"recorded"},"lineage":[{"repo":"microsoft/deberta-v3-base","field":"baseModel"}],"parameters":null,"size":{"bytes":1494528194,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"Isotonic","sourceUrl":"https://huggingface.co/Isotonic/deberta-v3-base_finetuned_ai4privacy_v2","license":"cc-by-nc-4.0","licenseState":"known","licenseLabel":"cc-by-nc-4.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","cc-by-nc-4.0","transformers","onnx","safetensors","deberta-v2","token-classification","generated_from_trainer","en","dataset:ai4privacy/pii-masking-200k","dataset:isotonic/pii-masking-200k","base_model:microsoft/deberta-v3-base","base_model:quantized:microsoft/deberta-v3-base","license:cc-by-nc-4.0","endpoints_compatible","region:us","llm","ai4privacy/pii-masking-200k","isotonic/pii-masking-200k","seqeval","microsoft/deberta-v3-base","deberta-v3-base_finetuned_ai4privacy_v2"],"task":"token-classification","modality":"text","framework":"transformers","formats":["gitattributes","md","json","safetensors","onnx","model","bin"],"baseModel":"microsoft/deberta-v3-base","derivedFrom":"microsoft/deberta-v3-base","cardMetadata":{"source":"huggingface-cardData","license":"cc-by-nc-4.0","metrics":["seqeval"],"datasets":["ai4privacy/pii-masking-200k","Isotonic/pii-masking-200k"],"paperIds":[],"repoType":"model","baseModel":"microsoft/deberta-v3-base","languages":["en"],"sourceUrl":"https://huggingface.co/Isotonic/deberta-v3-base_finetuned_ai4privacy_v2","evalResults":[],"libraryName":"transformers","pipelineTag":"token-classification","cardDataKeys":["base_model","datasets","language","license","metrics","model-index","pipeline_tag","tags"],"semanticText":"token-classification transformers llm model en ai4privacy/pii-masking-200k isotonic/pii-masking-200k seqeval microsoft/deberta-v3-base deberta-v3-base_finetuned_ai4privacy_v2 onnx safetensors","semanticTerms":["token-classification","transformers","llm","model","en","ai4privacy/pii-masking-200k","isotonic/pii-masking-200k","seqeval","microsoft/deberta-v3-base","deberta-v3-base_finetuned_ai4privacy_v2","onnx","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1519},{"lfs":false,"path":"README.md","sizeBytes":11618},{"lfs":false,"path":"added_tokens.json","sizeBytes":23},{"lfs":false,"path":"all_results.json","sizeBytes":2819},{"lfs":false,"path":"config.json","sizeBytes":6097},{"lfs":false,"path":"eval_results.json","sizeBytes":2606},{"lfs":true,"path":"model.safetensors","sizeBytes":735692028},{"lfs":false,"path":"onnx/added_tokens.json","sizeBytes":79},{"lfs":false,"path":"onnx/config.json","sizeBytes":6092},{"lfs":true,"path":"onnx/model.onnx","sizeBytes":736534951},{"lfs":false,"path":"onnx/special_tokens_map.json","sizeBytes":276},{"lfs":true,"path":"onnx/spm.model","sizeBytes":2464616},{"lfs":false,"path":"onnx/tokenizer.json","sizeBytes":8648819},{"lfs":false,"path":"onnx/tokenizer_config.json","sizeBytes":1388},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":286},{"lfs":true,"path":"spm.model","sizeBytes":2464616},{"lfs":false,"path":"tokenizer.json","sizeBytes":8656646},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1284},{"lfs":false,"path":"train_results.json","sizeBytes":233},{"lfs":false,"path":"trainer_state.json","sizeBytes":27534},{"lfs":true,"path":"training_args.bin","sizeBytes":4664}],"modelIndexNames":["deberta-v3-base_finetuned_ai4privacy_v2"]},"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":1494528194,"sizeKnown":true,"sizeLabel":"1.4 GB","sizeReason":"","declaredSizeBytes":1494528194,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":32039,"stars":23,"citations":0,"updatedAt":"2026-09-21T07:44:24.859Z","createdAt":"2026-09-21T07:43:17.682Z","version":"hf-main","upstream":{"gated":false,"repoId":"Isotonic/deberta-v3-base_finetuned_ai4privacy_v2","private":false,"repoUrl":"https://huggingface.co/Isotonic/deberta-v3-base_finetuned_ai4privacy_v2","disabled":false,"provider":"huggingface","repoType":"model","revision":"9814d1113e03f72e8d383423188a51b43d5534c9","fetchedAt":"2026-09-21T07:43:17.678Z","importMode":"external-catalog","licenseRaw":"cc-by-nc-4.0","licenseDeclared":"cc-by-nc-4.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"hosted","mirroredAt":"2026-09-21T07:44:24.859Z","mirroredBy":"mirror-batch-worker","totalFiles":21,"hostedFiles":6,"mirroredBytes":744356364,"mirroredFiles":6,"storageProvider":"gcs","hosted":true,"downloadable":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":null},"mirrorCompletion":{"state":"unknown","reason":"recorded-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"downloadable":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":21,"scope":"file-inventory-only"},"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."},"hostingStatus":"hosted","hosted":true,"fileCount":21,"publicDownloadableFileCount":6,"externalFileCount":21,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1494528194,"label":"1.4 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":32039,"upstreamStars":23,"label":"32K upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"unknown","label":"Unknown","qualification":"recorded-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"fail","detail":"cc-by-nc-4.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"Isotonic/deberta-v3-base_finetuned_ai4privacy_v2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"6/21 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["Provenance: Isotonic/deberta-v3-base_finetuned_ai4privacy_v2","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["License: cc-by-nc-4.0","Hosted files: 6/21 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":6,"externalFiles":15,"totalFiles":21},"action":{"id":"open-source","label":"Open official source","detail":"Use the official immutable source while Hugging Bay evidence remains incomplete.","href":"https://huggingface.co/Isotonic/deberta-v3-base_finetuned_ai4privacy_v2"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1519,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":11618,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"all_results.json","sizeBytes":2819,"format":"json","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"Isotonic/deberta-v3-base_finetuned_ai4privacy_v2"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T03:14:34.836Z","evidence_url":"/api/manifests/hf-model-isotonic-deberta-v3-base-finetuned-ai4privacy-v2"},"lastKnownAnswer":"Ready to download"},"topTypes":[{"type":"llm","count":5}],"topLicenses":[{"license":"apache-2.0","count":4},{"license":"cc-by-nc-4.0","count":1}],"sourceCounts":[{"source":"huggingface","count":5}],"worksWith":[],"links":{"web":"https://huggingbay.xyz/publishers/Isotonic","api":"https://huggingbay.xyz/api/publishers/Isotonic","artifacts":"https://huggingbay.xyz/api/artifacts?summary=1&owner=Isotonic&limit=50","apply":"https://huggingbay.xyz/publishers/apply"},"artifacts":[{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":6,"mirroredBytes":744356364,"readinessCheckedAt":"2026-10-30T03:14:34.836Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":6,"mirroredBytes":744356364,"readinessCheckedAt":"2026-10-30T03:14:34.836Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-isotonic-deberta-v3-base-finetuned-ai4privacy-v2","owner":"Isotonic","name":"deberta-v3-base_finetuned_ai4privacy_v2","repo":"Isotonic/deberta-v3-base_finetuned_ai4privacy_v2","type":"llm","summary":"Model from Hugging Face for token classification: Isotonic/deberta-v3-base_finetuned_ai4privacy_v2 · transformers","cardDescription":"Labels words and phrases within text.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for labeling parts of text.","confidence":"medium","task":"token-classification","audience":null,"basis":"recorded-metadata","rules":["task:token-classification"],"evidence":[{"field":"license","value":"cc-by-nc-4.0"},{"field":"cardMetadata.license","value":"cc-by-nc-4.0"},{"field":"baseModel","value":"microsoft/deberta-v3-base"},{"field":"task","value":"token-classification"},{"field":"cardMetadata.pipelineTag","value":"token-classification"}],"caveats":["check-license-terms","base-model-capabilities-not-inherited","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"cc-by-nc-4.0","status":"recorded"},"lineage":[{"repo":"microsoft/deberta-v3-base","field":"baseModel"}],"parameters":null,"size":{"bytes":1494528194,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"Isotonic","sourceUrl":"https://huggingface.co/Isotonic/deberta-v3-base_finetuned_ai4privacy_v2","license":"cc-by-nc-4.0","licenseState":"known","licenseLabel":"cc-by-nc-4.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","cc-by-nc-4.0","transformers","onnx","safetensors","deberta-v2","token-classification","generated_from_trainer","en","dataset:ai4privacy/pii-masking-200k","dataset:isotonic/pii-masking-200k","base_model:microsoft/deberta-v3-base","base_model:quantized:microsoft/deberta-v3-base","license:cc-by-nc-4.0","endpoints_compatible","region:us","llm","ai4privacy/pii-masking-200k","isotonic/pii-masking-200k","seqeval","microsoft/deberta-v3-base","deberta-v3-base_finetuned_ai4privacy_v2"],"task":"token-classification","modality":"text","framework":"transformers","formats":["gitattributes","md","json","safetensors","onnx","model","bin"],"baseModel":"microsoft/deberta-v3-base","derivedFrom":"microsoft/deberta-v3-base","cardMetadata":{"source":"huggingface-cardData","license":"cc-by-nc-4.0","metrics":["seqeval"],"datasets":["ai4privacy/pii-masking-200k","Isotonic/pii-masking-200k"],"paperIds":[],"repoType":"model","baseModel":"microsoft/deberta-v3-base","languages":["en"],"sourceUrl":"https://huggingface.co/Isotonic/deberta-v3-base_finetuned_ai4privacy_v2","evalResults":[],"libraryName":"transformers","pipelineTag":"token-classification","cardDataKeys":["base_model","datasets","language","license","metrics","model-index","pipeline_tag","tags"],"semanticText":"token-classification transformers llm model en ai4privacy/pii-masking-200k isotonic/pii-masking-200k seqeval microsoft/deberta-v3-base deberta-v3-base_finetuned_ai4privacy_v2 onnx safetensors","semanticTerms":["token-classification","transformers","llm","model","en","ai4privacy/pii-masking-200k","isotonic/pii-masking-200k","seqeval","microsoft/deberta-v3-base","deberta-v3-base_finetuned_ai4privacy_v2","onnx","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1519},{"lfs":false,"path":"README.md","sizeBytes":11618},{"lfs":false,"path":"added_tokens.json","sizeBytes":23},{"lfs":false,"path":"all_results.json","sizeBytes":2819},{"lfs":false,"path":"config.json","sizeBytes":6097},{"lfs":false,"path":"eval_results.json","sizeBytes":2606},{"lfs":true,"path":"model.safetensors","sizeBytes":735692028},{"lfs":false,"path":"onnx/added_tokens.json","sizeBytes":79},{"lfs":false,"path":"onnx/config.json","sizeBytes":6092},{"lfs":true,"path":"onnx/model.onnx","sizeBytes":736534951},{"lfs":false,"path":"onnx/special_tokens_map.json","sizeBytes":276},{"lfs":true,"path":"onnx/spm.model","sizeBytes":2464616},{"lfs":false,"path":"onnx/tokenizer.json","sizeBytes":8648819},{"lfs":false,"path":"onnx/tokenizer_config.json","sizeBytes":1388},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":286},{"lfs":true,"path":"spm.model","sizeBytes":2464616},{"lfs":false,"path":"tokenizer.json","sizeBytes":8656646},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1284},{"lfs":false,"path":"train_results.json","sizeBytes":233},{"lfs":false,"path":"trainer_state.json","sizeBytes":27534},{"lfs":true,"path":"training_args.bin","sizeBytes":4664}],"modelIndexNames":["deberta-v3-base_finetuned_ai4privacy_v2"]},"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":1494528194,"sizeKnown":true,"sizeLabel":"1.4 GB","sizeReason":"","declaredSizeBytes":1494528194,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":32039,"stars":23,"citations":0,"updatedAt":"2026-09-21T07:44:24.859Z","createdAt":"2026-09-21T07:43:17.682Z","version":"hf-main","upstream":{"gated":false,"repoId":"Isotonic/deberta-v3-base_finetuned_ai4privacy_v2","private":false,"repoUrl":"https://huggingface.co/Isotonic/deberta-v3-base_finetuned_ai4privacy_v2","disabled":false,"provider":"huggingface","repoType":"model","revision":"9814d1113e03f72e8d383423188a51b43d5534c9","fetchedAt":"2026-09-21T07:43:17.678Z","importMode":"external-catalog","licenseRaw":"cc-by-nc-4.0","licenseDeclared":"cc-by-nc-4.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"hosted","mirroredAt":"2026-09-21T07:44:24.859Z","mirroredBy":"mirror-batch-worker","totalFiles":21,"hostedFiles":6,"mirroredBytes":744356364,"mirroredFiles":6,"storageProvider":"gcs","hosted":true,"downloadable":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":null},"mirrorCompletion":{"state":"unknown","reason":"recorded-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"downloadable":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":21,"scope":"file-inventory-only"},"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."},"hostingStatus":"hosted","hosted":true,"fileCount":21,"publicDownloadableFileCount":6,"externalFileCount":21,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1494528194,"label":"1.4 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":32039,"upstreamStars":23,"label":"32K upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"unknown","label":"Unknown","qualification":"recorded-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"fail","detail":"cc-by-nc-4.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"Isotonic/deberta-v3-base_finetuned_ai4privacy_v2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"6/21 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["Provenance: Isotonic/deberta-v3-base_finetuned_ai4privacy_v2","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["License: cc-by-nc-4.0","Hosted files: 6/21 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":6,"externalFiles":15,"totalFiles":21},"action":{"id":"open-source","label":"Open official source","detail":"Use the official immutable source while Hugging Bay evidence remains incomplete.","href":"https://huggingface.co/Isotonic/deberta-v3-base_finetuned_ai4privacy_v2"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1519,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":11618,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"all_results.json","sizeBytes":2819,"format":"json","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"Isotonic/deberta-v3-base_finetuned_ai4privacy_v2"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T03:14:34.836Z","evidence_url":"/api/manifests/hf-model-isotonic-deberta-v3-base-finetuned-ai4privacy-v2"},"lastKnownAnswer":"Ready to download"},{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":2806063466,"readinessCheckedAt":"2026-10-30T03:09:27.054Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":2806063466,"readinessCheckedAt":"2026-10-30T03:09:27.054Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-isotonic-tinymixtral-4x248m-moe","owner":"Isotonic","name":"TinyMixtral-4x248M-MoE","repo":"Isotonic/TinyMixtral-4x248M-MoE","type":"llm","summary":"Model from Hugging Face for text generation: Isotonic/TinyMixtral-4x248M-MoE · transformers","cardDescription":"A chat model for conversations, questions and writing.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for having conversations.","confidence":"medium","task":"chat","audience":null,"basis":"recorded-metadata","rules":["task:chat","tag:chat"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"tags","value":"conversational"},{"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":2806561483,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"Isotonic","sourceUrl":"https://huggingface.co/Isotonic/TinyMixtral-4x248M-MoE","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":89,"tags":["huggingface-import","external-catalog","model","apache-2.0","transformers","safetensors","mixtral","text-generation","moe","merge","mergekit","lazymergekit","felladrin/tinymistral-248m-sft-v4","locutusque/locutusquexfelladrin-tinymistral248m-instruct","locutusque/tinymistral-248m-v2-instruct","locutusque/tinymistral-248m-v2.5","conversational","license:apache-2.0","text-generation-inference","endpoints_compatible","deploy:azure","region:us","llm"],"task":"text-generation","modality":"text","framework":"transformers","formats":["gitattributes","md","json","yml","safetensors","model"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":[],"repoType":"model","baseModel":"","languages":[],"sourceUrl":"https://huggingface.co/Isotonic/TinyMixtral-4x248M-MoE","evalResults":[],"libraryName":"transformers","pipelineTag":"text-generation","cardDataKeys":["license","tags"],"semanticText":"text-generation transformers llm model safetensors locutusque/locutusquexfelladrin-tinymistral248m-instruct locutusque/tinymistral-248m-v2-instruct","semanticTerms":["text-generation","transformers","llm","model","safetensors","locutusque/locutusquexfelladrin-tinymistral248m-instruct","locutusque/tinymistral-248m-v2-instruct"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1519},{"lfs":false,"path":"README.md","sizeBytes":1822},{"lfs":false,"path":"added_tokens.json","sizeBytes":67},{"lfs":false,"path":"config.json","sizeBytes":768},{"lfs":false,"path":"mergekit_moe_config.yml","sizeBytes":1233},{"lfs":true,"path":"model-00001-of-00001.safetensors","sizeBytes":2804244320},{"lfs":false,"path":"model.safetensors.index.json","sizeBytes":20073},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":436},{"lfs":false,"path":"tokenizer.json","sizeBytes":1796008},{"lfs":true,"path":"tokenizer.model","sizeBytes":493443},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1794}],"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":2806561483,"sizeKnown":true,"sizeLabel":"2.6 GB","sizeReason":"","declaredSizeBytes":2806561483,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":1259,"stars":5,"citations":0,"updatedAt":"2026-09-22T11:37:00.218Z","createdAt":"2026-06-30T02:13:55.212Z","version":"hf-main","upstream":{"gated":false,"repoId":"Isotonic/TinyMixtral-4x248M-MoE","private":false,"repoUrl":"https://huggingface.co/Isotonic/TinyMixtral-4x248M-MoE","disabled":false,"provider":"huggingface","repoType":"model","revision":"1e3516176a6279ce93923060fcad848dc043af79","fetchedAt":"2026-09-22T11:34:04.582Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-22T11:37:00.218Z","mirroredBy":"mirror-batch-worker","totalFiles":11,"hostedFiles":7,"mirroredBytes":2806063466,"mirroredFiles":7,"storageProvider":"gcs","hosted":true,"downloadable":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":null},"mirrorCompletion":{"state":"unknown","reason":"recorded-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"downloadable":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":11,"scope":"file-inventory-only"},"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."},"hostingStatus":"hosted","hosted":true,"fileCount":11,"publicDownloadableFileCount":7,"externalFileCount":11,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":2806561483,"label":"2.6 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":1259,"upstreamStars":5,"label":"1.3K upstream downloads","basis":"upstream-downloads"},"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":"Isotonic/TinyMixtral-4x248M-MoE"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/11 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["License: apache-2.0","Provenance: Isotonic/TinyMixtral-4x248M-MoE","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/11 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":4,"totalFiles":11},"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-isotonic-tinymixtral-4x248m-moe/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1519,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":1822,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"mergekit_moe_config.yml","sizeBytes":1233,"format":"yml","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"Isotonic/TinyMixtral-4x248M-MoE"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T03:09:27.054Z","evidence_url":"/api/manifests/hf-model-isotonic-tinymixtral-4x248m-moe"},"lastKnownAnswer":"Ready to download"},{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":11,"mirroredBytes":2496477578,"readinessCheckedAt":"2026-10-30T03:09:27.050Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":11,"mirroredBytes":2496477578,"readinessCheckedAt":"2026-10-30T03:09:27.050Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-isotonic-tinyqwex-4x620m-moe","owner":"Isotonic","name":"TinyQwex-4x620M-MoE","repo":"Isotonic/TinyQwex-4x620M-MoE","type":"llm","summary":"Model from Hugging Face for text generation: Isotonic/TinyQwex-4x620M-MoE · transformers","cardDescription":"A chat model for conversations, questions and writing.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for having conversations.","confidence":"medium","task":"chat","audience":null,"basis":"recorded-metadata","rules":["task:chat","tag:chat"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"tags","value":"conversational"},{"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":2496479097,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"Isotonic","sourceUrl":"https://huggingface.co/Isotonic/TinyQwex-4x620M-MoE","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":89,"tags":["huggingface-import","external-catalog","model","apache-2.0","transformers","safetensors","mixtral","text-generation","moe","merge","mergekit","lazymergekit","qwen/qwen1.5-0.5b","conversational","license:apache-2.0","text-generation-inference","endpoints_compatible","region:us","llm"],"task":"text-generation","modality":"text","framework":"transformers","formats":["gitattributes","md","json","yml","txt","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":[],"repoType":"model","baseModel":"","languages":[],"sourceUrl":"https://huggingface.co/Isotonic/TinyQwex-4x620M-MoE","evalResults":[],"libraryName":"transformers","pipelineTag":"text-generation","cardDataKeys":["license","tags"],"semanticText":"text-generation transformers llm model safetensors","semanticTerms":["text-generation","transformers","llm","model","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1519},{"lfs":false,"path":"README.md","sizeBytes":1949},{"lfs":false,"path":"added_tokens.json","sizeBytes":80},{"lfs":false,"path":"config.json","sizeBytes":824},{"lfs":false,"path":"mergekit_moe_config.yml","sizeBytes":1125},{"lfs":false,"path":"merges.txt","sizeBytes":1671853},{"lfs":true,"path":"model-00001-of-00001.safetensors","sizeBytes":2484955280},{"lfs":false,"path":"model.safetensors.index.json","sizeBytes":40101},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":173},{"lfs":false,"path":"tokenizer.json","sizeBytes":7028182},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1178},{"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":2496479097,"sizeKnown":true,"sizeLabel":"2.3 GB","sizeReason":"","declaredSizeBytes":2496479097,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":95,"stars":0,"citations":0,"updatedAt":"2026-09-03T19:58:25.013Z","createdAt":"2026-06-30T04:08:04.025Z","version":"hf-main","upstream":{"gated":false,"repoId":"Isotonic/TinyQwex-4x620M-MoE","private":false,"repoUrl":"https://huggingface.co/Isotonic/TinyQwex-4x620M-MoE","disabled":false,"provider":"huggingface","repoType":"model","revision":"dcdd7cdda2b62e6b12a5cb5b9a8aff7e1f2ee6aa","fetchedAt":"2026-09-03T17:41:27.726Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-03T19:58:25.013Z","mirroredBy":"mirror-batch-worker","totalFiles":12,"hostedFiles":11,"mirroredBytes":2496477578,"mirroredFiles":11,"storageProvider":"gcs","hosted":true,"downloadable":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":null},"mirrorCompletion":{"state":"unknown","reason":"recorded-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"downloadable":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":12,"scope":"file-inventory-only"},"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."},"hostingStatus":"hosted","hosted":true,"fileCount":12,"publicDownloadableFileCount":11,"externalFileCount":12,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":2496479097,"label":"2.3 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":95,"upstreamStars":0,"label":"95 upstream downloads","basis":"upstream-downloads"},"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":"Isotonic/TinyQwex-4x620M-MoE"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"11/12 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["License: apache-2.0","Provenance: Isotonic/TinyQwex-4x620M-MoE","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 11/12 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":11,"externalFiles":1,"totalFiles":12},"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-isotonic-tinyqwex-4x620m-moe/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1519,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"Isotonic/TinyQwex-4x620M-MoE"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T03:09:27.050Z","evidence_url":"/api/manifests/hf-model-isotonic-tinyqwex-4x620m-moe"},"lastKnownAnswer":"Ready to download"},{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":2488913698,"readinessCheckedAt":"2026-10-30T03:09:27.051Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":2488913698,"readinessCheckedAt":"2026-10-30T03:09:27.051Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-isotonic-orcaagent-llama3-2-1b","owner":"Isotonic","name":"OrcaAgent-llama3.2-1b","repo":"Isotonic/OrcaAgent-llama3.2-1b","type":"llm","summary":"Model from Hugging Face for text generation: Isotonic/OrcaAgent-llama3.2-1b · transformers","cardDescription":"A chat model for conversations, questions and writing.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for having conversations.","confidence":"medium","task":"chat","audience":null,"basis":"recorded-metadata","rules":["task:chat","tag:chat"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"tags","value":"conversational"},{"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":2488919851,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"Isotonic","sourceUrl":"https://huggingface.co/Isotonic/OrcaAgent-llama3.2-1b","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","apache-2.0","transformers","safetensors","llama","text-generation","text-generation-inference","trl","conversational","en","dataset:microsoft/orca-agentinstruct-1m-v1","dataset:isotonic/agentinstruct-1mv1-combined","base_model:meta-llama/llama-3.2-1b-instruct","base_model:finetune:meta-llama/llama-3.2-1b-instruct","license:apache-2.0","endpoints_compatible","region:us","llm","microsoft/orca-agentinstruct-1m-v1","isotonic/agentinstruct-1mv1-combined"],"task":"text-generation","modality":"text","framework":"transformers","formats":["gitattributes","md","json","safetensors","py"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["microsoft/orca-agentinstruct-1M-v1","Isotonic/agentinstruct-1Mv1-combined"],"paperIds":[],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/Isotonic/OrcaAgent-llama3.2-1b","evalResults":[],"libraryName":"transformers","pipelineTag":"text-generation","cardDataKeys":["base_model","datasets","language","license","tags"],"semanticText":"text-generation transformers llm model en microsoft/orca-agentinstruct-1m-v1 isotonic/agentinstruct-1mv1-combined safetensors dataset:microsoft/orca-agentinstruct-1m-v1 dataset:isotonic/agentinstruct-1mv1-combined base_model:meta-llama/llama-3.2-1b-instruct base_model:finetune:meta-llama/llama-3.2-1b-instruct","semanticTerms":["text-generation","transformers","llm","model","en","microsoft/orca-agentinstruct-1m-v1","isotonic/agentinstruct-1mv1-combined","safetensors","dataset:microsoft/orca-agentinstruct-1m-v1","dataset:isotonic/agentinstruct-1mv1-combined","base_model:meta-llama/llama-3.2-1b-instruct","base_model:finetune:meta-llama/llama-3.2-1b-instruct"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"README.md","sizeBytes":1891},{"lfs":false,"path":"config.json","sizeBytes":993},{"lfs":false,"path":"generation_config.json","sizeBytes":234},{"lfs":true,"path":"model.safetensors","sizeBytes":2471645608},{"lfs":false,"path":"prompt.py","sizeBytes":4583},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":454},{"lfs":true,"path":"tokenizer.json","sizeBytes":17209920},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":54598}],"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":2488919851,"sizeKnown":true,"sizeLabel":"2.3 GB","sizeReason":"","declaredSizeBytes":2488919851,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":27,"stars":2,"citations":0,"updatedAt":"2026-09-03T15:41:45.929Z","createdAt":"2026-06-30T19:21:24.271Z","version":"hf-main","upstream":{"gated":false,"repoId":"Isotonic/OrcaAgent-llama3.2-1b","private":false,"repoUrl":"https://huggingface.co/Isotonic/OrcaAgent-llama3.2-1b","disabled":false,"provider":"huggingface","repoType":"model","revision":"3ad1620c4f71e61b684bc7261c545b9e2fdd37e5","fetchedAt":"2026-09-03T15:25:30.799Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-03T15:41:45.929Z","mirroredBy":"mirror-batch-worker","totalFiles":9,"hostedFiles":7,"mirroredBytes":2488913698,"mirroredFiles":7,"storageProvider":"gcs","hosted":true,"downloadable":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":null},"mirrorCompletion":{"state":"unknown","reason":"recorded-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"downloadable":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":9,"scope":"file-inventory-only"},"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."},"hostingStatus":"hosted","hosted":true,"fileCount":9,"publicDownloadableFileCount":7,"externalFileCount":9,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":2488919851,"label":"2.3 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":27,"upstreamStars":2,"label":"27 upstream downloads","basis":"upstream-downloads"},"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":"Isotonic/OrcaAgent-llama3.2-1b"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/9 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["License: apache-2.0","Provenance: Isotonic/OrcaAgent-llama3.2-1b","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/9 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":2,"totalFiles":9},"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-isotonic-orcaagent-llama3-2-1b/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1570,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"Isotonic/OrcaAgent-llama3.2-1b"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T03:09:27.051Z","evidence_url":"/api/manifests/hf-model-isotonic-orcaagent-llama3-2-1b"},"lastKnownAnswer":"Ready to download"},{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":9,"mirroredBytes":6442821641,"readinessCheckedAt":"2026-10-30T01:01:04.741Z","readinessSource":"projection","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":9,"mirroredBytes":6442821641,"readinessCheckedAt":"2026-10-30T01:01:04.741Z","readinessSource":"projection","degraded":true,"stale":true},"id":"hf-model-isotonic-reasoning-llama3-2-3b","owner":"Isotonic","name":"reasoning-llama3.2-3b","repo":"Isotonic/reasoning-llama3.2-3b","type":"llm","summary":"Model from Hugging Face for text generation: Isotonic/reasoning-llama3.2-3b · transformers","cardDescription":"A chat model for conversations, questions and writing.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for having conversations.","confidence":"medium","task":"chat","audience":null,"basis":"recorded-metadata","rules":["task:chat","tag:chat"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"tags","value":"conversational"},{"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":6442823211,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"Isotonic","sourceUrl":"https://huggingface.co/Isotonic/reasoning-llama3.2-3b","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","apache-2.0","transformers","safetensors","llama","text-generation","text-generation-inference","trl","conversational","en","dataset:isotonic/reasoning-v0.1","arxiv:1910.09700","license:apache-2.0","endpoints_compatible","region:us","llm","isotonic/reasoning-v0.1"],"task":"text-generation","modality":"text","framework":"transformers","formats":["gitattributes","md","json","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["Isotonic/reasoning-v0.1"],"paperIds":["1910.09700"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/Isotonic/reasoning-llama3.2-3b","evalResults":[],"libraryName":"transformers","pipelineTag":"text-generation","cardDataKeys":["datasets","language","license","tags"],"semanticText":"text-generation transformers llm model en isotonic/reasoning-v0.1 safetensors","semanticTerms":["text-generation","transformers","llm","model","en","isotonic/reasoning-v0.1","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"README.md","sizeBytes":5362},{"lfs":false,"path":"config.json","sizeBytes":994},{"lfs":false,"path":"generation_config.json","sizeBytes":234},{"lfs":true,"path":"model-00001-of-00002.safetensors","sizeBytes":4965799096},{"lfs":true,"path":"model-00002-of-00002.safetensors","sizeBytes":1459729952},{"lfs":false,"path":"model.safetensors.index.json","sizeBytes":20919},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":454},{"lfs":true,"path":"tokenizer.json","sizeBytes":17209920},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":54710}],"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":6442823211,"sizeKnown":true,"sizeLabel":"6.0 GB","sizeReason":"","declaredSizeBytes":6442823211,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":21,"stars":0,"citations":0,"updatedAt":"2026-08-29T17:40:03.795Z","createdAt":"2026-06-30T19:29:15.445Z","version":"hf-main","upstream":{"gated":false,"repoId":"Isotonic/reasoning-llama3.2-3b","private":false,"repoUrl":"https://huggingface.co/Isotonic/reasoning-llama3.2-3b","disabled":false,"provider":"huggingface","repoType":"model","revision":"cf0470490f50207b8c6aed1ea92a0b903d72a4e0","fetchedAt":"2026-08-29T11:48:41.202Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-08-29T17:40:03.795Z","mirroredBy":"mirror-batch-worker","totalFiles":10,"hostedFiles":9,"mirroredBytes":6442821641,"mirroredFiles":9,"storageProvider":"gcs","hosted":true,"downloadable":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":null},"mirrorCompletion":{"state":"unknown","reason":"recorded-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"downloadable":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":10,"scope":"file-inventory-only"},"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."},"hostingStatus":"hosted","hosted":true,"fileCount":10,"publicDownloadableFileCount":9,"externalFileCount":10,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":6442823211,"label":"6.0 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":21,"upstreamStars":0,"label":"21 upstream downloads","basis":"upstream-downloads"},"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":"Isotonic/reasoning-llama3.2-3b"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"9/10 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["License: apache-2.0","Provenance: Isotonic/reasoning-llama3.2-3b","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 9/10 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":9,"externalFiles":1,"totalFiles":10},"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-isotonic-reasoning-llama3-2-3b/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1570,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"Isotonic/reasoning-llama3.2-3b"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T01:01:04.741Z","evidence_url":"/api/manifests/hf-model-isotonic-reasoning-llama3-2-3b"},"lastKnownAnswer":"Ready to download"}],"guidance":["Use publisher profiles to find official namespace releases and likely maintainers.","Claim status is a Hugging Bay namespace signal, not proof of upstream ownership unless verification is explicit.","Use hosted/downloadable rows plus manifests for automated downloads."],"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."}}