{"id":"hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm","name":"Qwen3.5-TurboQuant-MLX-LM","tags":["huggingface-import","external-catalog","model","apache-2.0","mlx","qwen","turboquant","en","license:apache-2.0","region:us","llm"],"task":"general","type":"llm","evals":[],"owner":"AlicanKiraz0","stars":6,"formats":["mlx","gitattributes","gitignore","md","toml","py"],"hosting":{"status":"hosted","totalFiles":105,"hostedFiles":52,"mirroredBytes":221936,"mirroredFiles":52,"hostedFilesAuthority":"live-serve-decision","hosted":true,"downloadable":true,"readyFileCount":52,"serveAuthority":"live-serve-decision","downloadReady":true},"license":"apache-2.0","summary":"Model from Hugging Face for llm: AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM · mlx","version":"hf-main","modality":"text","upstream":{"gated":false,"repoId":"AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM","private":false,"repoUrl":"https://huggingface.co/AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM","disabled":false,"provider":"huggingface","repoType":"model","revision":"a31b556d55575116e21ae8d3ff4924117d720e1c","fetchedAt":"2026-10-08T23:30:32.923Z","importMode":"external-catalog","licenseRaw":"apache-2.0","revisionPin":{"source":"hf-api-revision-endpoint","pinnedAt":"2026-10-08T23:30:32.923Z","revision":"a31b556d55575116e21ae8d3ff4924117d720e1c"},"licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"versions":[{"commit":"a31b556","version":"hf-main","releasedAt":"2026-03-29T19:03:17.000Z","scanStatus":"pending","manifestDigest":"external-not-mirrored"}],"citations":0,"createdAt":"2026-10-08T23:30:32.968Z","fileCount":105,"framework":"mlx","publisher":"AlicanKiraz0","sizeBytes":223455,"sourceUrl":"https://huggingface.co/AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM","updatedAt":"2026-03-29T19:03:17.000Z","scanStatus":"pending","visibility":"public","description":"External Hugging Face catalog record for AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM. Library: mlx. Languages: en. Files we host have a published SHA-256.","mirrorCount":0,"safetyNotes":["External catalog metadata imported from Hugging Face public API on 2026-10-08T23:30:32.968Z.","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":["en"],"sourceUrl":"https://huggingface.co/AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM","evalResults":[],"libraryName":"mlx","pipelineTag":"","cardDataKeys":["language","license","tags"],"semanticText":"mlx llm model en","semanticTerms":["mlx","llm","model","en"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1519},{"lfs":false,"path":".gitignore","sizeBytes":117},{"lfs":false,"path":"LICENSE","sizeBytes":9109},{"lfs":false,"path":"README.md","sizeBytes":6219},{"lfs":false,"path":"docs/release_notes_v0.1_research_preview.md","sizeBytes":1706},{"lfs":false,"path":"pyproject.toml","sizeBytes":880},{"lfs":false,"path":"scripts/export_preview_bundle.py","sizeBytes":3550},{"lfs":false,"path":"src/turbomlx/__init__.py","sizeBytes":656},{"lfs":false,"path":"src/turbomlx/api.py","sizeBytes":309},{"lfs":false,"path":"src/turbomlx/cli.py","sizeBytes":7009},{"lfs":false,"path":"src/turbomlx/core_ref/__init__.py","sizeBytes":795},{"lfs":false,"path":"src/turbomlx/core_ref/artifacts.py","sizeBytes":1050},{"lfs":false,"path":"src/turbomlx/core_ref/codebooks.py","sizeBytes":5647},{"lfs":false,"path":"src/turbomlx/core_ref/mixed_precision.py","sizeBytes":8404},{"lfs":false,"path":"src/turbomlx/core_ref/packing.py","sizeBytes":2515},{"lfs":false,"path":"src/turbomlx/core_ref/qjl.py","sizeBytes":2610},{"lfs":false,"path":"src/turbomlx/core_ref/quantizers.py","sizeBytes":11007},{"lfs":false,"path":"src/turbomlx/core_ref/rotation.py","sizeBytes":2786},{"lfs":false,"path":"src/turbomlx/eval/__init__.py","sizeBytes":35},{"lfs":false,"path":"src/turbomlx/eval/jsonl_eval.py","sizeBytes":2757},{"lfs":false,"path":"src/turbomlx/eval/logit.py","sizeBytes":385},{"lfs":false,"path":"src/turbomlx/eval/longbench.py","sizeBytes":553},{"lfs":false,"path":"src/turbomlx/eval/needle.py","sizeBytes":3423},{"lfs":false,"path":"src/turbomlx/eval/perplexity.py","sizeBytes":1803}],"modelIndexNames":[]},"releaseGates":{"scan":"pending","files":"pending","license":"passed","metadata":"passed","signature":"pending","provenance":"passed"},"downloadCount":0,"hostedFileCount":52,"cardCompleteness":87,"externalFileCount":53,"verificationStatus":"pending","requestedVisibility":"public","repo":"AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM","files":[{"path":".gitattributes","risk":"low","format":"gitattributes","sha256":"","lfsSha256":"","sizeBytes":1519,"sourceKind":"external-hf","contentType":"application/octet-stream","externalOid":"a6344aac8c09253b3b630fb776ae94478aa0275b","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"unsigned"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_d517ed7f7907266d850886207d21276ff986b8990ab0ad8053beec4467a56ca6","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_d517ed7f7907266d850886207d21276ff986b8990ab0ad8053beec4467a56ca6","payloadReadsPerformed":0,"securityScanPerformed":false},"path":".gitignore","sizeBytes":117,"storageSizeBytes":117,"format":"gitignore","sha256":"94ca6f8b0b736931a05beaf92724f9ca7c28904eb5aa355af16f1955985c9517","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"0c0bdcd84e85cee8e7067b20c70c4d6dc736972d","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_d517ed7f7907266d850886207d21276ff986b8990ab0ad8053beec4467a56ca6","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_d517ed7f7907266d850886207d21276ff986b8990ab0ad8053beec4467a56ca6","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/.gitignore","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_a5c7944a14d5b5257091feee155c073d6367699ed99752741f68bb9ca8a82f1a","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_a5c7944a14d5b5257091feee155c073d6367699ed99752741f68bb9ca8a82f1a","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"LICENSE","sizeBytes":9109,"storageSizeBytes":9109,"format":"file","sha256":"21305124c1f3de0dd8201f8780b0663268d5c869d89d201ec9d0fe381675bdcd","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"c4273e98f0135846bca9a21ddd6af7fd91bea974","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_a5c7944a14d5b5257091feee155c073d6367699ed99752741f68bb9ca8a82f1a","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_a5c7944a14d5b5257091feee155c073d6367699ed99752741f68bb9ca8a82f1a","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/LICENSE","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_5dfac4a99cec87e081f1063ad72bd465314deee90fff788d1363797b61a4a92b","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_5dfac4a99cec87e081f1063ad72bd465314deee90fff788d1363797b61a4a92b","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"README.md","sizeBytes":6219,"storageSizeBytes":6219,"format":"md","sha256":"92b38bac1124c5f3cde25f37c19d09c7980bc743e50ed2b691dc45bfe5a05c09","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"410fb36169aaf379ef98603ec83ea7cacfc53043","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_5dfac4a99cec87e081f1063ad72bd465314deee90fff788d1363797b61a4a92b","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_5dfac4a99cec87e081f1063ad72bd465314deee90fff788d1363797b61a4a92b","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/README.md","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_31a93ccd417b261984e9414df998526c17ccfa1e03a67c591e99d637eaf42780","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_31a93ccd417b261984e9414df998526c17ccfa1e03a67c591e99d637eaf42780","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"docs/release_notes_v0.1_research_preview.md","sizeBytes":1706,"storageSizeBytes":1706,"format":"md","sha256":"038cebb30c41c57cdf61db9aacfe3c1cda5c366fea99a3f1f82fcc6f6d52faa3","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"73ab74d6368425039a0c5baaa1f467c16b3eb0e3","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_31a93ccd417b261984e9414df998526c17ccfa1e03a67c591e99d637eaf42780","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_31a93ccd417b261984e9414df998526c17ccfa1e03a67c591e99d637eaf42780","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/docs%2Frelease_notes_v0.1_research_preview.md","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_c3c5a9bc6726e516a734b7f5ed491a992d6e6699ebba2a5e08ce1116fdbb594a","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_c3c5a9bc6726e516a734b7f5ed491a992d6e6699ebba2a5e08ce1116fdbb594a","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"pyproject.toml","sizeBytes":880,"storageSizeBytes":880,"format":"toml","sha256":"11f93bfae84ce5f7c5b425b69f7e9c630174cd5fb6c0d17c997886e715237ad2","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"94d86789e70a8f20b5bf694a8587111dfe2ed7e3","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_c3c5a9bc6726e516a734b7f5ed491a992d6e6699ebba2a5e08ce1116fdbb594a","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_c3c5a9bc6726e516a734b7f5ed491a992d6e6699ebba2a5e08ce1116fdbb594a","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/pyproject.toml","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_29e27c906101b69158594e32f1c7e85bf4836a06cd0ee072c00dd6336b97465c","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_29e27c906101b69158594e32f1c7e85bf4836a06cd0ee072c00dd6336b97465c","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"scripts/export_preview_bundle.py","sizeBytes":3550,"storageSizeBytes":3550,"format":"py","sha256":"6dd0b50976bfd933b470ff7f0fbcf0fffd2778fc6d8b001da6fbe586e8268460","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"804bc2a07086481a0f75cf88f4066776ea1b8ecf","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_29e27c906101b69158594e32f1c7e85bf4836a06cd0ee072c00dd6336b97465c","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_29e27c906101b69158594e32f1c7e85bf4836a06cd0ee072c00dd6336b97465c","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/scripts%2Fexport_preview_bundle.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_fb4d701f4cf1667eb7437b39f99b01730b89a01da5d813140d999cd511f6d7af","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_fb4d701f4cf1667eb7437b39f99b01730b89a01da5d813140d999cd511f6d7af","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/__init__.py","sizeBytes":656,"storageSizeBytes":656,"format":"py","sha256":"9a0efc3675af5b38bc1e04197ea26123aa0bef9a1bdef51b2675b9ae303a7f05","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"1a1e218a5741cb193fb2361513601fa8b90e6fe6","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_fb4d701f4cf1667eb7437b39f99b01730b89a01da5d813140d999cd511f6d7af","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_fb4d701f4cf1667eb7437b39f99b01730b89a01da5d813140d999cd511f6d7af","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2F__init__.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_5b58ea434cdb337e9d5660705739a8aabd75209c99c9c1f93cd91af8f98e931d","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_5b58ea434cdb337e9d5660705739a8aabd75209c99c9c1f93cd91af8f98e931d","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/api.py","sizeBytes":309,"storageSizeBytes":309,"format":"py","sha256":"9351c6591c7d8fb9b9c0f839ed72aa6c2c7fec9920ec580b7bb2f3d2f2e61503","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"b4223fbe82ebe723582b372a149fb1e54072b35a","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_5b58ea434cdb337e9d5660705739a8aabd75209c99c9c1f93cd91af8f98e931d","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_5b58ea434cdb337e9d5660705739a8aabd75209c99c9c1f93cd91af8f98e931d","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fapi.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_d47b1479ff432e30dc82e6ebd23c56192f76409db0656795c041298dd339c94a","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_d47b1479ff432e30dc82e6ebd23c56192f76409db0656795c041298dd339c94a","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/cli.py","sizeBytes":7009,"storageSizeBytes":7009,"format":"py","sha256":"f1cfb47ecc44f86e1d0c356b3bccdcdab8972943f9e4753ce09a06f7e103d240","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"d3d221bd0dd1c4c5fb851f3ea4766ca26b079b8a","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_d47b1479ff432e30dc82e6ebd23c56192f76409db0656795c041298dd339c94a","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_d47b1479ff432e30dc82e6ebd23c56192f76409db0656795c041298dd339c94a","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fcli.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_5ce9a172626c90cc06f694a4c178d50bdbd812823751db7051d30f94ff3b1aa6","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_5ce9a172626c90cc06f694a4c178d50bdbd812823751db7051d30f94ff3b1aa6","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/core_ref/__init__.py","sizeBytes":795,"storageSizeBytes":795,"format":"py","sha256":"aa7cfe55fdc3fb4136328ea6504c6f8ae8b535cce09ba69592652a90e5b7c993","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"b1c9aaa9f5bca503c4c7dbd876907dce01cca8f2","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_5ce9a172626c90cc06f694a4c178d50bdbd812823751db7051d30f94ff3b1aa6","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_5ce9a172626c90cc06f694a4c178d50bdbd812823751db7051d30f94ff3b1aa6","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fcore_ref%2F__init__.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_e0b0642a955b26dc942564e4f1e964a3a2c8f864075e1709885f55fcd2809c23","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_e0b0642a955b26dc942564e4f1e964a3a2c8f864075e1709885f55fcd2809c23","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/core_ref/artifacts.py","sizeBytes":1050,"storageSizeBytes":1050,"format":"py","sha256":"6a0e56c9cedf4f62225f221bffe09cbca017d18f78312875d3f4b607182406f3","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"c76c3007464991f9a050e049e306423944f56a76","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_e0b0642a955b26dc942564e4f1e964a3a2c8f864075e1709885f55fcd2809c23","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_e0b0642a955b26dc942564e4f1e964a3a2c8f864075e1709885f55fcd2809c23","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fcore_ref%2Fartifacts.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_8918693be02b75afea77b0d2184f1d3a0061dff8a5f686c714da77ad4cb921fe","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_8918693be02b75afea77b0d2184f1d3a0061dff8a5f686c714da77ad4cb921fe","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/core_ref/codebooks.py","sizeBytes":5647,"storageSizeBytes":5647,"format":"py","sha256":"756b736f05184423ebfdda38a231fb1960682e8e9d402de78cb475e768d07879","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"583817efb10f88cb716ec744779ef02a772f322c","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_8918693be02b75afea77b0d2184f1d3a0061dff8a5f686c714da77ad4cb921fe","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_8918693be02b75afea77b0d2184f1d3a0061dff8a5f686c714da77ad4cb921fe","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fcore_ref%2Fcodebooks.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_30ad7579e416490b265a6c240ad467bea977bd3721d44b01525c70d194de13f3","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_30ad7579e416490b265a6c240ad467bea977bd3721d44b01525c70d194de13f3","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/core_ref/mixed_precision.py","sizeBytes":8404,"storageSizeBytes":8404,"format":"py","sha256":"4214647a9afdf4c196f5b66f3209b378421db94c01b2a6dbe42ce10957ff4796","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"f2e5b3949aecc8856048fc78528b25db4a657ca7","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_30ad7579e416490b265a6c240ad467bea977bd3721d44b01525c70d194de13f3","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_30ad7579e416490b265a6c240ad467bea977bd3721d44b01525c70d194de13f3","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fcore_ref%2Fmixed_precision.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_404b8a3c4defc37ae86a7b485050ca4bf848b9eef0686cfd0494665401355c92","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_404b8a3c4defc37ae86a7b485050ca4bf848b9eef0686cfd0494665401355c92","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/core_ref/packing.py","sizeBytes":2515,"storageSizeBytes":2515,"format":"py","sha256":"7e8a67bbff161028980c2e7edb38de136ec74a8d236fc6d70d04f44c6f0cb622","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"7abcd3cad2b6ccf908f6d15db1c097ce2ce103d6","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_404b8a3c4defc37ae86a7b485050ca4bf848b9eef0686cfd0494665401355c92","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_404b8a3c4defc37ae86a7b485050ca4bf848b9eef0686cfd0494665401355c92","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fcore_ref%2Fpacking.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_43c5d9f25b9c46fb1cd9904d83a831b296a75e99963217981e051ddc5fac7606","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_43c5d9f25b9c46fb1cd9904d83a831b296a75e99963217981e051ddc5fac7606","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/core_ref/qjl.py","sizeBytes":2610,"storageSizeBytes":2610,"format":"py","sha256":"55adbcd4e02ea23a34fcf47f374b68aa87f581f48c7213228b0d38095698a91a","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"d411431af3a16d7410d71a6988c3460b0ffc528c","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_43c5d9f25b9c46fb1cd9904d83a831b296a75e99963217981e051ddc5fac7606","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_43c5d9f25b9c46fb1cd9904d83a831b296a75e99963217981e051ddc5fac7606","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fcore_ref%2Fqjl.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_99000c63d6d61ac89c44c8fdb71679aca020e24a32b5ffeb06f30d34f46a96b8","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_99000c63d6d61ac89c44c8fdb71679aca020e24a32b5ffeb06f30d34f46a96b8","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/core_ref/quantizers.py","sizeBytes":11007,"storageSizeBytes":11007,"format":"py","sha256":"26edbcef58b41ac717ab502e394c3b96e169e175dd4bc68c71c7718ec5b05f0b","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"a3a9c7ebffe2d3f5b048d914593b77ae16c1c5a9","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_99000c63d6d61ac89c44c8fdb71679aca020e24a32b5ffeb06f30d34f46a96b8","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_99000c63d6d61ac89c44c8fdb71679aca020e24a32b5ffeb06f30d34f46a96b8","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fcore_ref%2Fquantizers.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_01035509331bdc1f55e45fa4007509af53520eecc14daa805a1927c120cb7432","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_01035509331bdc1f55e45fa4007509af53520eecc14daa805a1927c120cb7432","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/core_ref/rotation.py","sizeBytes":2786,"storageSizeBytes":2786,"format":"py","sha256":"4a2325c8568f1e43169f5e522c9812d86c19e8ba236dd22124ec1f3176b48a17","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"1db34ab36ea09fa18f55140e0bb20d0a7e98e94c","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_01035509331bdc1f55e45fa4007509af53520eecc14daa805a1927c120cb7432","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_01035509331bdc1f55e45fa4007509af53520eecc14daa805a1927c120cb7432","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fcore_ref%2Frotation.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_78b2f591046c94c4e2a1e7d554643822c32163d35325b8ab7bc0ae54c3fd0d5a","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_78b2f591046c94c4e2a1e7d554643822c32163d35325b8ab7bc0ae54c3fd0d5a","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/eval/__init__.py","sizeBytes":35,"storageSizeBytes":35,"format":"py","sha256":"1d1b4aca53f75896b874aaed590f641f78339802eccefb2f28b261afa67f7622","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"12f0cd7667c23936cd5b5c58f866b5542aead646","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_78b2f591046c94c4e2a1e7d554643822c32163d35325b8ab7bc0ae54c3fd0d5a","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_78b2f591046c94c4e2a1e7d554643822c32163d35325b8ab7bc0ae54c3fd0d5a","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Feval%2F__init__.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_e019b1e1068d37ae6d7c44bc3a4965d49247b8d631167b60a570ea26cd3b00ba","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_e019b1e1068d37ae6d7c44bc3a4965d49247b8d631167b60a570ea26cd3b00ba","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/eval/jsonl_eval.py","sizeBytes":2757,"storageSizeBytes":2757,"format":"py","sha256":"4bcb9e60323e6651bef21252b0c9e8c7ec7331f433cabe7e4aa80d11073d91d4","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"33992d7bb112ddde44ac72a4d3edf24783129e71","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_e019b1e1068d37ae6d7c44bc3a4965d49247b8d631167b60a570ea26cd3b00ba","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_e019b1e1068d37ae6d7c44bc3a4965d49247b8d631167b60a570ea26cd3b00ba","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Feval%2Fjsonl_eval.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_877e10612af0c409a7793af6f97f99d98fca370fe5956a61b6bbbc930403b810","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_877e10612af0c409a7793af6f97f99d98fca370fe5956a61b6bbbc930403b810","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/eval/logit.py","sizeBytes":385,"storageSizeBytes":385,"format":"py","sha256":"648b20b9eb271a773ae56d0234013ca05eae8229eb7a7de476b5c5a2a3804ae9","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"5f7922e8709fc37c302a1be88e848c90c076ed7a","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_877e10612af0c409a7793af6f97f99d98fca370fe5956a61b6bbbc930403b810","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_877e10612af0c409a7793af6f97f99d98fca370fe5956a61b6bbbc930403b810","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Feval%2Flogit.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_42b87720bfe8019bc5a0c48a7945691589770bbf6c67d21bc5e0a78e0ba0e1ac","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_42b87720bfe8019bc5a0c48a7945691589770bbf6c67d21bc5e0a78e0ba0e1ac","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/eval/longbench.py","sizeBytes":553,"storageSizeBytes":553,"format":"py","sha256":"e84f21634a1680f159bc038fe91760506b6af54cb7c46adfea5c883734542346","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"75b0149043fd01343115cc8a927ce3820554cd82","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_42b87720bfe8019bc5a0c48a7945691589770bbf6c67d21bc5e0a78e0ba0e1ac","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_42b87720bfe8019bc5a0c48a7945691589770bbf6c67d21bc5e0a78e0ba0e1ac","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Feval%2Flongbench.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_908562d643140c64229f61d4508d600d26dfba53a6dacb0a1d8b2f14ecfd0e97","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_908562d643140c64229f61d4508d600d26dfba53a6dacb0a1d8b2f14ecfd0e97","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/eval/needle.py","sizeBytes":3423,"storageSizeBytes":3423,"format":"py","sha256":"6d62df6729cba1ac4f206918a95e792bdee222d22103cc8cd5e0fc93c0b6d130","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"45b1062d20c2ecfa99e443458c47e7c883704e8d","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_908562d643140c64229f61d4508d600d26dfba53a6dacb0a1d8b2f14ecfd0e97","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_908562d643140c64229f61d4508d600d26dfba53a6dacb0a1d8b2f14ecfd0e97","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Feval%2Fneedle.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_447297c75f46e284ecca303bf99e7bbb985807c0a390a7b2574d9d9fecae156e","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_447297c75f46e284ecca303bf99e7bbb985807c0a390a7b2574d9d9fecae156e","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/eval/perplexity.py","sizeBytes":1803,"storageSizeBytes":1803,"format":"py","sha256":"60dafc03ea617c6c2e3fc55a4bf65e32165c2eb16c06cd779ecf3acee228f08a","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"098cb9193210823b5b75842e850c41abd2c81ac6","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_447297c75f46e284ecca303bf99e7bbb985807c0a390a7b2574d9d9fecae156e","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_447297c75f46e284ecca303bf99e7bbb985807c0a390a7b2574d9d9fecae156e","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Feval%2Fperplexity.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_78e6f9b711ca6359b86f94905769c9ff5e8b1cae581eecd821604b28b2ac49e8","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_78e6f9b711ca6359b86f94905769c9ff5e8b1cae581eecd821604b28b2ac49e8","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/eval/runtime.py","sizeBytes":786,"storageSizeBytes":786,"format":"py","sha256":"0b7ec852fb58e5e9cfe3dd216fa1054a0e9589322aa51474d7089c5a4457edf9","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"4fdc3c04a78696018ed9ce42271332e003789712","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_78e6f9b711ca6359b86f94905769c9ff5e8b1cae581eecd821604b28b2ac49e8","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_78e6f9b711ca6359b86f94905769c9ff5e8b1cae581eecd821604b28b2ac49e8","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Feval%2Fruntime.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_46f453d8c319eb210744b1ae0c810078260f5f4a6a32c0be8b345c12c31d2ca2","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_46f453d8c319eb210744b1ae0c810078260f5f4a6a32c0be8b345c12c31d2ca2","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/exceptions.py","sizeBytes":628,"storageSizeBytes":628,"format":"py","sha256":"46504a1a706c09c6bd21ac77559cafcb32b52c3bff00f8344ba9399bfe21b787","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"72154f6c5fa398cf6d19dbfa584b59f13137f37c","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_46f453d8c319eb210744b1ae0c810078260f5f4a6a32c0be8b345c12c31d2ca2","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_46f453d8c319eb210744b1ae0c810078260f5f4a6a32c0be8b345c12c31d2ca2","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fexceptions.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_4a26c5d0c01a342f70f8390e28d1f971a4f695a21edf180c41f5b0b116f1bc2c","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_4a26c5d0c01a342f70f8390e28d1f971a4f695a21edf180c41f5b0b116f1bc2c","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/mlx_runtime/__init__.py","sizeBytes":528,"storageSizeBytes":528,"format":"py","sha256":"c3c6b1bfce1b66267588106c6a7e435deab27aea66de17a945cb170634af94bf","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"c2ad67f175146920493096c42e32de0b4ef9b4ac","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_4a26c5d0c01a342f70f8390e28d1f971a4f695a21edf180c41f5b0b116f1bc2c","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_4a26c5d0c01a342f70f8390e28d1f971a4f695a21edf180c41f5b0b116f1bc2c","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fmlx_runtime%2F__init__.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_466d7434cbbca55508cf6c49ec9ba844658307a046772c3892748e3effa7d05f","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_466d7434cbbca55508cf6c49ec9ba844658307a046772c3892748e3effa7d05f","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/mlx_runtime/attention.py","sizeBytes":6897,"storageSizeBytes":6897,"format":"py","sha256":"fb4e53768ad44ba6ed546b223f0bc8a81df7d09461df4e3f4e9be7129c6a82e0","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"6f142e5c9caa2644d7949ff776b9d2e1d4ba2879","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_466d7434cbbca55508cf6c49ec9ba844658307a046772c3892748e3effa7d05f","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_466d7434cbbca55508cf6c49ec9ba844658307a046772c3892748e3effa7d05f","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fmlx_runtime%2Fattention.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_5eb5431d47ffb5cfca18cd30289a1d583af5a4135ca34bcdf7bc80d023a5331f","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_5eb5431d47ffb5cfca18cd30289a1d583af5a4135ca34bcdf7bc80d023a5331f","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/mlx_runtime/availability.py","sizeBytes":3031,"storageSizeBytes":3031,"format":"py","sha256":"42a2790280ac6979beff867848012f8168a54c88783a278a82e06ca5d1145181","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"57f7a13d651bd85c1f49d5b2168bb134ba0de3bb","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_5eb5431d47ffb5cfca18cd30289a1d583af5a4135ca34bcdf7bc80d023a5331f","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_5eb5431d47ffb5cfca18cd30289a1d583af5a4135ca34bcdf7bc80d023a5331f","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fmlx_runtime%2Favailability.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_651eab46d8c3596750204675cc3b91d18e54425092225327af05821d0af5328a","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_651eab46d8c3596750204675cc3b91d18e54425092225327af05821d0af5328a","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/mlx_runtime/benchmarking.py","sizeBytes":2198,"storageSizeBytes":2198,"format":"py","sha256":"92032c1d9fbab64a4b37bc57e23ead620b78fa26c32a5caf7a063250cd3aefc7","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"96b279710bbd96e99ed36f243137ea91c098700a","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_651eab46d8c3596750204675cc3b91d18e54425092225327af05821d0af5328a","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_651eab46d8c3596750204675cc3b91d18e54425092225327af05821d0af5328a","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fmlx_runtime%2Fbenchmarking.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_6a70b3941931a1c815e23a7a2c32d1009f0b8934349a5335d6d12ecfdfcdd2ce","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_6a70b3941931a1c815e23a7a2c32d1009f0b8934349a5335d6d12ecfdfcdd2ce","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/mlx_runtime/cache.py","sizeBytes":46344,"storageSizeBytes":46344,"format":"py","sha256":"ef3afbf699ed03860f352946d6d7adc33ee48849adb22722a1d98c9662354103","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"189262be8a37bddf766d4441e3685e22d0eba20d","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_6a70b3941931a1c815e23a7a2c32d1009f0b8934349a5335d6d12ecfdfcdd2ce","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_6a70b3941931a1c815e23a7a2c32d1009f0b8934349a5335d6d12ecfdfcdd2ce","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fmlx_runtime%2Fcache.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_dc2fe3e0caa418f6ca37f80473f7ff41673a5e611147e8ad25126bc3d75966a1","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_dc2fe3e0caa418f6ca37f80473f7ff41673a5e611147e8ad25126bc3d75966a1","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/mlx_runtime/config.py","sizeBytes":4402,"storageSizeBytes":4402,"format":"py","sha256":"783fabae1478bfe156abfe98db80e89b52cd7bdffa9511fd8158a510c9e3fb44","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"62991c53866f2e3694638e62963c00c149fafe9a","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_dc2fe3e0caa418f6ca37f80473f7ff41673a5e611147e8ad25126bc3d75966a1","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_dc2fe3e0caa418f6ca37f80473f7ff41673a5e611147e8ad25126bc3d75966a1","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fmlx_runtime%2Fconfig.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_050391be3f9204ee6ca9f6fdc754b9a9c5ef13efe1ea320d2ee309d3f17e0004","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_050391be3f9204ee6ca9f6fdc754b9a9c5ef13efe1ea320d2ee309d3f17e0004","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/mlx_runtime/generation.py","sizeBytes":8834,"storageSizeBytes":8834,"format":"py","sha256":"ea795575169d25828a8bd5294d66aab4cd3c10b527d0108ff2f08b1d93d1bc04","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"d72e686ca3b05cb6d5cf817dd04a6488ec2247f6","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_050391be3f9204ee6ca9f6fdc754b9a9c5ef13efe1ea320d2ee309d3f17e0004","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_050391be3f9204ee6ca9f6fdc754b9a9c5ef13efe1ea320d2ee309d3f17e0004","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fmlx_runtime%2Fgeneration.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_431ad4ed9042ac597f3a31ec7a080383e7bea05741b74341e918e0f34a99b1d5","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_431ad4ed9042ac597f3a31ec7a080383e7bea05741b74341e918e0f34a99b1d5","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/mlx_runtime/metrics.py","sizeBytes":1749,"storageSizeBytes":1749,"format":"py","sha256":"6d04792aadc8525754b4020a5e11c15685b635e38b259371fce1976bf121944f","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"319f7b637db5dc7c24928141a066823cc007d7b3","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_431ad4ed9042ac597f3a31ec7a080383e7bea05741b74341e918e0f34a99b1d5","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_431ad4ed9042ac597f3a31ec7a080383e7bea05741b74341e918e0f34a99b1d5","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fmlx_runtime%2Fmetrics.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_534bafc1b1e2ef56e30728cb28013d180dabb8e5c59142c8067fa742ecbdb540","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_534bafc1b1e2ef56e30728cb28013d180dabb8e5c59142c8067fa742ecbdb540","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/mlx_runtime/patching.py","sizeBytes":4270,"storageSizeBytes":4270,"format":"py","sha256":"69dccecac1084a7647e2ea6c820d869751bdac3e4f6e9d6031e31f3cb92e50a5","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"3daf26932b5a71ee26554c914d313cd1edb3b464","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_534bafc1b1e2ef56e30728cb28013d180dabb8e5c59142c8067fa742ecbdb540","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_534bafc1b1e2ef56e30728cb28013d180dabb8e5c59142c8067fa742ecbdb540","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fmlx_runtime%2Fpatching.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_47c2a1ab43e6845d44186807d86316482c4e6cbd5835160ac125fbfba9ae9b45","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_47c2a1ab43e6845d44186807d86316482c4e6cbd5835160ac125fbfba9ae9b45","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/mlx_runtime/qwen_native.py","sizeBytes":7011,"storageSizeBytes":7011,"format":"py","sha256":"27da76712da5d38b995dd7fc9a2571d0f26cca773571636327a096575e2c76cd","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"a6e7b697f2af6b9e2cb274edf146bd81145a7d08","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_47c2a1ab43e6845d44186807d86316482c4e6cbd5835160ac125fbfba9ae9b45","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_47c2a1ab43e6845d44186807d86316482c4e6cbd5835160ac125fbfba9ae9b45","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fmlx_runtime%2Fqwen_native.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_1bb8a5b3a74ad78cb6d42b33700ca196aef896b9b7774fbf7bdcb040c96578bc","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_1bb8a5b3a74ad78cb6d42b33700ca196aef896b9b7774fbf7bdcb040c96578bc","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"src/turbomlx/prompt_cache.py","sizeBytes":5724,"storageSizeBytes":5724,"format":"py","sha256":"0bf03c1d23243751336c4781e2af3769fe2217e7a6578d699def8c0c2c2c9506","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"0ebe18037b39e85e7e835574ffab7a4b85519774","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_1bb8a5b3a74ad78cb6d42b33700ca196aef896b9b7774fbf7bdcb040c96578bc","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_1bb8a5b3a74ad78cb6d42b33700ca196aef896b9b7774fbf7bdcb040c96578bc","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fprompt_cache.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_2a9665e44726b7a5f8160a16e6e3453cfc59996a518aa1c783617c853b08db9b","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_2a9665e44726b7a5f8160a16e6e3453cfc59996a518aa1c783617c853b08db9b","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"tests/test_availability.py","sizeBytes":1515,"storageSizeBytes":1515,"format":"py","sha256":"93e1075f0955b222b4f6a5876102c6601ce3adae8a5eb2fab664d310ad97a7e6","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"1dbe13e4368e01c5dd716ccd581b4d7ee8b2b76a","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_2a9665e44726b7a5f8160a16e6e3453cfc59996a518aa1c783617c853b08db9b","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_2a9665e44726b7a5f8160a16e6e3453cfc59996a518aa1c783617c853b08db9b","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_availability.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_abdfd840aa0ff4e179e6ac8b18d8e8abb519ea85e1db979f9750e861dd3700af","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_abdfd840aa0ff4e179e6ac8b18d8e8abb519ea85e1db979f9750e861dd3700af","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"tests/test_cache_helpers.py","sizeBytes":5849,"storageSizeBytes":5849,"format":"py","sha256":"942d370d3b8fb0adcaa2bfba728e0e6f55635948fd39c3f481377960f238ae04","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"965415f839685d370dd04c95ad2c80c5a00f76b2","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_abdfd840aa0ff4e179e6ac8b18d8e8abb519ea85e1db979f9750e861dd3700af","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_abdfd840aa0ff4e179e6ac8b18d8e8abb519ea85e1db979f9750e861dd3700af","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_cache_helpers.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_a4b0bd1c94cbd2e1c7724515d5d9442768453a82bedc01f3f9661183f08fd91b","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_a4b0bd1c94cbd2e1c7724515d5d9442768453a82bedc01f3f9661183f08fd91b","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"tests/test_cli.py","sizeBytes":6231,"storageSizeBytes":6231,"format":"py","sha256":"4a893e6f020e6cfb322a0da84a079659078455de4e312af844d73358e939acb1","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"afdf1481e8b0584b886b3050c1cf3b65d22e2064","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_a4b0bd1c94cbd2e1c7724515d5d9442768453a82bedc01f3f9661183f08fd91b","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_a4b0bd1c94cbd2e1c7724515d5d9442768453a82bedc01f3f9661183f08fd91b","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_cli.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_58347fff311f800420a9413a6bdc4415fa4c3d74d0af7bea29edaddf9d4d9354","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_58347fff311f800420a9413a6bdc4415fa4c3d74d0af7bea29edaddf9d4d9354","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"tests/test_codebooks.py","sizeBytes":778,"storageSizeBytes":778,"format":"py","sha256":"e7b1db6fe450bd12aecdedad65fba59c0f7c118db77ffc2279fd864315f5d432","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"95d50e46b37712ca778e857e85cf9dfc8e0d4235","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_58347fff311f800420a9413a6bdc4415fa4c3d74d0af7bea29edaddf9d4d9354","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_58347fff311f800420a9413a6bdc4415fa4c3d74d0af7bea29edaddf9d4d9354","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_codebooks.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_4aaa834c2a2e48cdb1765cdc3440e8612971105d784bd90310cbde7a231c7572","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_4aaa834c2a2e48cdb1765cdc3440e8612971105d784bd90310cbde7a231c7572","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"tests/test_config.py","sizeBytes":759,"storageSizeBytes":759,"format":"py","sha256":"6546400ded351403069bc43455610b642a207d010abc751068b1666c7807debe","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"d7960f9fe3da4dc85e0355bafdd9e7ca4596807e","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_4aaa834c2a2e48cdb1765cdc3440e8612971105d784bd90310cbde7a231c7572","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_4aaa834c2a2e48cdb1765cdc3440e8612971105d784bd90310cbde7a231c7572","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_config.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_6166f37591fff0da8e0d862ee01427997954ea6d460fc3f21a7af34b654e142f","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_6166f37591fff0da8e0d862ee01427997954ea6d460fc3f21a7af34b654e142f","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"tests/test_generation.py","sizeBytes":6336,"storageSizeBytes":6336,"format":"py","sha256":"7e3daa4c64a7b1a67d4195e0666b65e1f408990b621d3b5298bcc612f798d095","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"52614a9bc6a54dddc271b8a0d76db587c6e2fc2c","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_6166f37591fff0da8e0d862ee01427997954ea6d460fc3f21a7af34b654e142f","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_6166f37591fff0da8e0d862ee01427997954ea6d460fc3f21a7af34b654e142f","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_generation.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_7d288ce478931c6823a4c38b8b38d9702548e7d4cfd5ae7f0ae2a0f394d1340d","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_7d288ce478931c6823a4c38b8b38d9702548e7d4cfd5ae7f0ae2a0f394d1340d","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"tests/test_mixed_precision.py","sizeBytes":3276,"storageSizeBytes":3276,"format":"py","sha256":"2916e49d6c018e52d6739ce8c2a95c9131f72ec3a82e6efeb1580dab60378a94","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"530cf8548e6cd3613280a50269440e1dc5400818","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_7d288ce478931c6823a4c38b8b38d9702548e7d4cfd5ae7f0ae2a0f394d1340d","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_7d288ce478931c6823a4c38b8b38d9702548e7d4cfd5ae7f0ae2a0f394d1340d","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_mixed_precision.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_a19db4ea8fdcf52115d6097b8b5af979039bca737f5a6b525df010e29cf3bb4b","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_a19db4ea8fdcf52115d6097b8b5af979039bca737f5a6b525df010e29cf3bb4b","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"tests/test_mlx_smoke.py","sizeBytes":1121,"storageSizeBytes":1121,"format":"py","sha256":"eb44481c7b3acce95a6f5aaac216fb7275e9ba27ab4b14ceba16b37a886d7d88","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"6610f6815ec5039fedc6682562b039660d642692","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_a19db4ea8fdcf52115d6097b8b5af979039bca737f5a6b525df010e29cf3bb4b","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_a19db4ea8fdcf52115d6097b8b5af979039bca737f5a6b525df010e29cf3bb4b","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_mlx_smoke.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_01f479c426bec0d4aa22265e9c339f781829a3f98bb724cf7234789d75835e60","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_01f479c426bec0d4aa22265e9c339f781829a3f98bb724cf7234789d75835e60","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"tests/test_native_qwen_scorer.py","sizeBytes":7169,"storageSizeBytes":7169,"format":"py","sha256":"7b69fefe7261bdf1d678b63192e8891cd929eda8559bb476c732b967cc558066","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"16384547e36c86427969970bfa0e286648f42728","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_01f479c426bec0d4aa22265e9c339f781829a3f98bb724cf7234789d75835e60","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_01f479c426bec0d4aa22265e9c339f781829a3f98bb724cf7234789d75835e60","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_native_qwen_scorer.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_7989a470b00a013c8d39be2e8fd7e881e746d8682cb40de8d91f06c845b74e95","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_7989a470b00a013c8d39be2e8fd7e881e746d8682cb40de8d91f06c845b74e95","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"tests/test_needle.py","sizeBytes":832,"storageSizeBytes":832,"format":"py","sha256":"45a4407d2dc937e1ac8fbb026235d4deda24bc5912c411bda8d9468ebf7cc118","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"2ed5b6346d69db179a4fbbb98401d281e7a6adfd","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_7989a470b00a013c8d39be2e8fd7e881e746d8682cb40de8d91f06c845b74e95","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_7989a470b00a013c8d39be2e8fd7e881e746d8682cb40de8d91f06c845b74e95","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_needle.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_d34dff27686ca2d7d4e6de3a6f8e6deee15d29b5e0a208d769c55358299b72a1","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_d34dff27686ca2d7d4e6de3a6f8e6deee15d29b5e0a208d769c55358299b72a1","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"tests/test_packaging.py","sizeBytes":3135,"storageSizeBytes":3135,"format":"py","sha256":"73e0a838c406ace38cb2c0718eaa2fcac41990e0caaeed2fa5ea232ec74e8fee","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"f25393bba2b203f654a31afda228376b89ed6111","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_d34dff27686ca2d7d4e6de3a6f8e6deee15d29b5e0a208d769c55358299b72a1","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_d34dff27686ca2d7d4e6de3a6f8e6deee15d29b5e0a208d769c55358299b72a1","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_packaging.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_d82103fb1db46f10a8b33f97a638a276331168ee32a25a74c92599f238724457","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_d82103fb1db46f10a8b33f97a638a276331168ee32a25a74c92599f238724457","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"tests/test_packing.py","sizeBytes":733,"storageSizeBytes":733,"format":"py","sha256":"7a508da30a6744d952781c4ab32931d509973dec2f2a63d4e86965fe55a7bcdd","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"feb7725ed2b0d066f0e5988117197e99863ee82e","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_d82103fb1db46f10a8b33f97a638a276331168ee32a25a74c92599f238724457","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_d82103fb1db46f10a8b33f97a638a276331168ee32a25a74c92599f238724457","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_packing.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_b56c71e5494398cb2714d068cb5f9c38b0761eff4e4e715e7fd7a58668a19ee8","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_b56c71e5494398cb2714d068cb5f9c38b0761eff4e4e715e7fd7a58668a19ee8","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"tests/test_patching.py","sizeBytes":3037,"storageSizeBytes":3037,"format":"py","sha256":"587a6cf77dc16fb22c7aa76b09ee4c11443bb77d207d078fab54397df16584b8","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"88a9971f87b474c3c8433e3e13f86d12368c2aa7","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_b56c71e5494398cb2714d068cb5f9c38b0761eff4e4e715e7fd7a58668a19ee8","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_b56c71e5494398cb2714d068cb5f9c38b0761eff4e4e715e7fd7a58668a19ee8","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_patching.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_92c832b97754bc5514e7c61e9388130de0e9790fb0360176479373d80546486a","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_92c832b97754bc5514e7c61e9388130de0e9790fb0360176479373d80546486a","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"tests/test_prompt_cache.py","sizeBytes":5299,"storageSizeBytes":5299,"format":"py","sha256":"033de60183df6be3bb46b7bfbaac92c77f846c5c99e6f4a85d6cf1c520fd0f59","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"ec28ca456b2a77b2d0b39de5d13af55c2ac6c73b","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_92c832b97754bc5514e7c61e9388130de0e9790fb0360176479373d80546486a","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_92c832b97754bc5514e7c61e9388130de0e9790fb0360176479373d80546486a","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_prompt_cache.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_2af5197cb8af15b1d96da1442b0961a7a9d22e6afedfe14429f77ae99db45a78","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_2af5197cb8af15b1d96da1442b0961a7a9d22e6afedfe14429f77ae99db45a78","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"tests/test_quantizers.py","sizeBytes":2687,"storageSizeBytes":2687,"format":"py","sha256":"96689f2f26101a005bacd51db22b7e72e4277ee6474733dc6e78bde16b08526a","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"0430f048cc8e8d28260aa78ba93e7f6f5bf28865","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_2af5197cb8af15b1d96da1442b0961a7a9d22e6afedfe14429f77ae99db45a78","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_2af5197cb8af15b1d96da1442b0961a7a9d22e6afedfe14429f77ae99db45a78","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_quantizers.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_c56ed986e55ea8aaaea12e72f2e9b01298434d10df316eab97238e38ebb1b5dc","policyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","publicationId":"hbeol_c56ed986e55ea8aaaea12e72f2e9b01298434d10df316eab97238e38ebb1b5dc","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"tests/test_qwen_preview_runtime.py","sizeBytes":7452,"storageSizeBytes":7452,"format":"py","sha256":"adf755b50b1c9be647e7ab40ff9109740fa3d0d85d019a4003f86e14b59648aa","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"6263bd3caa88077ccc362c7eed782a84fe7eae16","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_c56ed986e55ea8aaaea12e72f2e9b01298434d10df316eab97238e38ebb1b5dc","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:a66b1f749bc6a5f03a222d1a4faf11a24c2cb0020c173743fe3903ba35ebb7b1","existingObjectRegistrationId":"hbeoa_c56ed986e55ea8aaaea12e72f2e9b01298434d10df316eab97238e38ebb1b5dc","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_qwen_preview_runtime.py","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"},"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":52,"publicFileCount":105,"displayOnly":true,"authorizationRequired":true,"eligibilitySnapshotAt":"2026-11-07T08:08:41.027Z","webUrl":"https://huggingbay.xyz/artifact/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm","listedFileLowerBound":53,"hostingStatus":"hosted","signals":{"size":{"known":true,"bytes":223455,"label":"218.2 KB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":0,"upstreamStars":6,"label":"no demand yet","basis":"none"},"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":"AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM"},{"id":"scan","label":"Scan","status":"warn","detail":"pending"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"52/105 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: AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM","Byte manifest integrity: selected representation is file-downloads-only; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Scan: pending","Hosted files: 52/105 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":52,"externalFiles":53,"totalFiles":105},"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-alicankiraz0-qwen3-5-turboquant-mlx-lm/mirrors"}},"mirrorCompletion":{"status":"partial","hostedFiles":52,"totalFiles":53,"externalFiles":1,"hostedBytes":221936,"externalBytes":1519,"lowRiskExternalFiles":1,"overFileCapFiles":0,"overBatchCapFiles":0,"directMirrorExternalFiles":1,"directMirrorExternalBytes":1519,"reviewedRiskyWeightExternalFiles":0,"reviewedRiskyWeightExternalBytes":0,"currentLimits":{"maxMirrorFileBytes":536870912,"maxMirrorTotalBytes":1073741824,"maxMirrorFiles":8,"maxDirectMirrorFileBytes":8589934592,"maxDirectMirrorTotalBytes":17179869184},"directMirrorExternalSamples":[{"path":".gitattributes","sizeBytes":1519,"risk":"low","format":"gitattributes"}],"reviewedRiskyWeightExternalSamples":[],"largestExternalFiles":[{"path":".gitattributes","sizeBytes":1519,"risk":"low","format":"gitattributes","overFileCap":false}]},"cardDescription":"An AI model with files and technical details to explore.","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/AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM","upstream":{"gated":false,"repoId":"AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM","private":false,"repoUrl":"https://huggingface.co/AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM","disabled":false,"provider":"huggingface","repoType":"model","revision":"a31b556d55575116e21ae8d3ff4924117d720e1c","fetchedAt":"2026-10-08T23:30:32.923Z","importMode":"external-catalog","licenseRaw":"apache-2.0","revisionPin":{"source":"hf-api-revision-endpoint","pinnedAt":"2026-10-08T23:30:32.923Z","revision":"a31b556d55575116e21ae8d3ff4924117d720e1c"},"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":"2026-11-07T08:09:39.229Z","serveEvaluationId":"serve-f6888b7ad70de17a6141bb27f28583d41599d016ed8389c153892931d5583368","readiness":"ready","downloadReady":true,"mirroredBytes":221936,"readinessCheckedAt":"2026-11-07T08:09:39.434Z","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":"2026-11-07T08:09:39.229Z","serveEvaluationId":"serve-f6888b7ad70de17a6141bb27f28583d41599d016ed8389c153892931d5583368","readiness":"ready","downloadReady":true,"hostedFileCount":52,"mirroredBytes":221936,"readinessCheckedAt":"2026-11-07T08:09:39.229Z","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-alicankiraz0-qwen3-5-turboquant-mlx-lm","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-alicankiraz0-qwen3-5-turboquant-mlx-lm","repo":"AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM","type":"llm","purpose":"open-weights language model for general","license":{"id":"apache-2.0","label":"apache-2.0","state":"known","url":"https://huggingface.co/AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM/blob/main/LICENSE","source":"upstream-file","hostedFile":true,"commercialUse":"yes","terms":"Permissive open license: commercial use, modification, and redistribution are permitted."},"task":{"id":"general","label":"general"},"size":{"bytes":223455,"label":"223.5 KB","known":true,"repositoryLabel":"Full repo upstream","hostedKnown":false,"hostedBytes":0,"hostedLabel":"size unknown","hostedSummary":"at least 52 listed files; full count and size unknown","hostedIsSubset":false,"downloadBytes":0,"downloadLabel":"","recommended":null,"parameters":null,"sentence":"Hosted here: at least 52 listed files; full count and size unknown. Full repo upstream: 223.5 KB."},"files":{"hosted":52,"total":105,"label":"52 hosted of 105 listed"},"manifestSigning":{"status":"signed","label":"Signed by the harbor","publicKeyUrl":"/api/keys/manifest-signing","keyId":"ed25519:718f9ccff1cef500235425ce","manifestUrl":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm","signature":{"version":1,"algorithm":"Ed25519","key_id":"ed25519:718f9ccff1cef500235425ce","canonical_digest":"sha256:5ea9a7dd69b5b1f37da6460474f6cb78f482f0ed0bc94e3ca4facb2f9070fbaf","value":"9kvjHT4DfkRbhKnfEtElv_CWPAMsK8UKffhppZV6o5U6nmsm0DT-F8CjbhhLUMys-tBwdXUY-D4K3hHiNZFOCw","signed_at":"2026-11-07T08:09:39.232Z","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":"2026-03-29","label":"Mar 29, 2026","factLabel":"Updated at source"},"source":{"provider":"huggingface","label":"Hugging Face","url":"https://huggingface.co/AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM","repoId":"AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM"},"languages":["en"],"baseModel":{"ref":"","url":"","resolveUrl":""},"paperIds":[],"arxivIds":[],"sameAs":["https://huggingface.co/AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM"],"creator":{"@type":"Organization","name":"AlicanKiraz0","url":"https://huggingface.co/AlicanKiraz0","sameAs":["https://huggingface.co/AlicanKiraz0"]},"scholarlyArticles":[],"scanStatus":"pending","faq":[{"id":"what-is-it","question":"What is AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM?","answer":"AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM is an open-weights language model for general published by AlicanKiraz0, added to Hugging Bay Oct 8, 2026. Model from Hugging Face for llm: AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM · mlx"},{"id":"license","question":"What license does AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM 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 AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM?","answer":"Hosted here: at least 52 listed files; full count and size unknown. Full repo upstream: 223.5 KB."},{"id":"download","question":"Where can I download AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM?","answer":"Hosted here: at least 52 listed files; full count and size unknown. Full repo upstream: 223.5 KB. The original release is at https://huggingface.co/AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM."},{"id":"safety","question":"Has AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM 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. 52 hosted files carry a published SHA-256 you can re-hash. The machine-readable verdict is at /api/artifacts/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/safety on Hugging Bay."},{"id":"fit-unknown","question":"Will AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM 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-alicankiraz0-qwen3-5-turboquant-mlx-lm","repo":"AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM","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":".gitignore","fileName":".gitignore","sha256":"94ca6f8b0b736931a05beaf92724f9ca7c28904eb5aa355af16f1955985c9517","sizeLabel":"117 bytes","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/.gitignore"},{"path":"LICENSE","fileName":"LICENSE","sha256":"21305124c1f3de0dd8201f8780b0663268d5c869d89d201ec9d0fe381675bdcd","sizeLabel":"9.11 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/LICENSE"},{"path":"README.md","fileName":"README.md","sha256":"92b38bac1124c5f3cde25f37c19d09c7980bc743e50ed2b691dc45bfe5a05c09","sizeLabel":"6.22 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/README.md"},{"path":"docs/release_notes_v0.1_research_preview.md","fileName":"release_notes_v0.1_research_preview.md","sha256":"038cebb30c41c57cdf61db9aacfe3c1cda5c366fea99a3f1f82fcc6f6d52faa3","sizeLabel":"1.71 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/docs%2Frelease_notes_v0.1_research_preview.md"},{"path":"pyproject.toml","fileName":"pyproject.toml","sha256":"11f93bfae84ce5f7c5b425b69f7e9c630174cd5fb6c0d17c997886e715237ad2","sizeLabel":"880 bytes","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/pyproject.toml"},{"path":"scripts/export_preview_bundle.py","fileName":"export_preview_bundle.py","sha256":"6dd0b50976bfd933b470ff7f0fbcf0fffd2778fc6d8b001da6fbe586e8268460","sizeLabel":"3.55 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/scripts%2Fexport_preview_bundle.py"},{"path":"src/turbomlx/__init__.py","fileName":"__init__.py","sha256":"9a0efc3675af5b38bc1e04197ea26123aa0bef9a1bdef51b2675b9ae303a7f05","sizeLabel":"656 bytes","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2F__init__.py"},{"path":"src/turbomlx/api.py","fileName":"api.py","sha256":"9351c6591c7d8fb9b9c0f839ed72aa6c2c7fec9920ec580b7bb2f3d2f2e61503","sizeLabel":"309 bytes","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fapi.py"},{"path":"src/turbomlx/cli.py","fileName":"cli.py","sha256":"f1cfb47ecc44f86e1d0c356b3bccdcdab8972943f9e4753ce09a06f7e103d240","sizeLabel":"7.01 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fcli.py"},{"path":"src/turbomlx/core_ref/__init__.py","fileName":"__init__.py","sha256":"aa7cfe55fdc3fb4136328ea6504c6f8ae8b535cce09ba69592652a90e5b7c993","sizeLabel":"795 bytes","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fcore_ref%2F__init__.py"},{"path":"src/turbomlx/core_ref/artifacts.py","fileName":"artifacts.py","sha256":"6a0e56c9cedf4f62225f221bffe09cbca017d18f78312875d3f4b607182406f3","sizeLabel":"1.05 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fcore_ref%2Fartifacts.py"},{"path":"src/turbomlx/core_ref/codebooks.py","fileName":"codebooks.py","sha256":"756b736f05184423ebfdda38a231fb1960682e8e9d402de78cb475e768d07879","sizeLabel":"5.65 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fcore_ref%2Fcodebooks.py"},{"path":"src/turbomlx/core_ref/mixed_precision.py","fileName":"mixed_precision.py","sha256":"4214647a9afdf4c196f5b66f3209b378421db94c01b2a6dbe42ce10957ff4796","sizeLabel":"8.4 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fcore_ref%2Fmixed_precision.py"},{"path":"src/turbomlx/core_ref/packing.py","fileName":"packing.py","sha256":"7e8a67bbff161028980c2e7edb38de136ec74a8d236fc6d70d04f44c6f0cb622","sizeLabel":"2.52 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fcore_ref%2Fpacking.py"},{"path":"src/turbomlx/core_ref/qjl.py","fileName":"qjl.py","sha256":"55adbcd4e02ea23a34fcf47f374b68aa87f581f48c7213228b0d38095698a91a","sizeLabel":"2.61 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fcore_ref%2Fqjl.py"},{"path":"src/turbomlx/core_ref/quantizers.py","fileName":"quantizers.py","sha256":"26edbcef58b41ac717ab502e394c3b96e169e175dd4bc68c71c7718ec5b05f0b","sizeLabel":"11 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fcore_ref%2Fquantizers.py"},{"path":"src/turbomlx/core_ref/rotation.py","fileName":"rotation.py","sha256":"4a2325c8568f1e43169f5e522c9812d86c19e8ba236dd22124ec1f3176b48a17","sizeLabel":"2.79 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fcore_ref%2Frotation.py"},{"path":"src/turbomlx/eval/__init__.py","fileName":"__init__.py","sha256":"1d1b4aca53f75896b874aaed590f641f78339802eccefb2f28b261afa67f7622","sizeLabel":"35 bytes","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Feval%2F__init__.py"},{"path":"src/turbomlx/eval/jsonl_eval.py","fileName":"jsonl_eval.py","sha256":"4bcb9e60323e6651bef21252b0c9e8c7ec7331f433cabe7e4aa80d11073d91d4","sizeLabel":"2.76 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Feval%2Fjsonl_eval.py"},{"path":"src/turbomlx/eval/logit.py","fileName":"logit.py","sha256":"648b20b9eb271a773ae56d0234013ca05eae8229eb7a7de476b5c5a2a3804ae9","sizeLabel":"385 bytes","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Feval%2Flogit.py"},{"path":"src/turbomlx/eval/longbench.py","fileName":"longbench.py","sha256":"e84f21634a1680f159bc038fe91760506b6af54cb7c46adfea5c883734542346","sizeLabel":"553 bytes","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Feval%2Flongbench.py"},{"path":"src/turbomlx/eval/needle.py","fileName":"needle.py","sha256":"6d62df6729cba1ac4f206918a95e792bdee222d22103cc8cd5e0fc93c0b6d130","sizeLabel":"3.42 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Feval%2Fneedle.py"},{"path":"src/turbomlx/eval/perplexity.py","fileName":"perplexity.py","sha256":"60dafc03ea617c6c2e3fc55a4bf65e32165c2eb16c06cd779ecf3acee228f08a","sizeLabel":"1.8 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Feval%2Fperplexity.py"},{"path":"src/turbomlx/eval/runtime.py","fileName":"runtime.py","sha256":"0b7ec852fb58e5e9cfe3dd216fa1054a0e9589322aa51474d7089c5a4457edf9","sizeLabel":"786 bytes","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Feval%2Fruntime.py"},{"path":"src/turbomlx/exceptions.py","fileName":"exceptions.py","sha256":"46504a1a706c09c6bd21ac77559cafcb32b52c3bff00f8344ba9399bfe21b787","sizeLabel":"628 bytes","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fexceptions.py"},{"path":"src/turbomlx/mlx_runtime/__init__.py","fileName":"__init__.py","sha256":"c3c6b1bfce1b66267588106c6a7e435deab27aea66de17a945cb170634af94bf","sizeLabel":"528 bytes","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fmlx_runtime%2F__init__.py"},{"path":"src/turbomlx/mlx_runtime/attention.py","fileName":"attention.py","sha256":"fb4e53768ad44ba6ed546b223f0bc8a81df7d09461df4e3f4e9be7129c6a82e0","sizeLabel":"6.9 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fmlx_runtime%2Fattention.py"},{"path":"src/turbomlx/mlx_runtime/availability.py","fileName":"availability.py","sha256":"42a2790280ac6979beff867848012f8168a54c88783a278a82e06ca5d1145181","sizeLabel":"3.03 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fmlx_runtime%2Favailability.py"},{"path":"src/turbomlx/mlx_runtime/benchmarking.py","fileName":"benchmarking.py","sha256":"92032c1d9fbab64a4b37bc57e23ead620b78fa26c32a5caf7a063250cd3aefc7","sizeLabel":"2.2 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fmlx_runtime%2Fbenchmarking.py"},{"path":"src/turbomlx/mlx_runtime/cache.py","fileName":"cache.py","sha256":"ef3afbf699ed03860f352946d6d7adc33ee48849adb22722a1d98c9662354103","sizeLabel":"46.3 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fmlx_runtime%2Fcache.py"},{"path":"src/turbomlx/mlx_runtime/config.py","fileName":"config.py","sha256":"783fabae1478bfe156abfe98db80e89b52cd7bdffa9511fd8158a510c9e3fb44","sizeLabel":"4.4 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fmlx_runtime%2Fconfig.py"},{"path":"src/turbomlx/mlx_runtime/generation.py","fileName":"generation.py","sha256":"ea795575169d25828a8bd5294d66aab4cd3c10b527d0108ff2f08b1d93d1bc04","sizeLabel":"8.83 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fmlx_runtime%2Fgeneration.py"},{"path":"src/turbomlx/mlx_runtime/metrics.py","fileName":"metrics.py","sha256":"6d04792aadc8525754b4020a5e11c15685b635e38b259371fce1976bf121944f","sizeLabel":"1.75 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fmlx_runtime%2Fmetrics.py"},{"path":"src/turbomlx/mlx_runtime/patching.py","fileName":"patching.py","sha256":"69dccecac1084a7647e2ea6c820d869751bdac3e4f6e9d6031e31f3cb92e50a5","sizeLabel":"4.27 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fmlx_runtime%2Fpatching.py"},{"path":"src/turbomlx/mlx_runtime/qwen_native.py","fileName":"qwen_native.py","sha256":"27da76712da5d38b995dd7fc9a2571d0f26cca773571636327a096575e2c76cd","sizeLabel":"7.01 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fmlx_runtime%2Fqwen_native.py"},{"path":"src/turbomlx/prompt_cache.py","fileName":"prompt_cache.py","sha256":"0bf03c1d23243751336c4781e2af3769fe2217e7a6578d699def8c0c2c2c9506","sizeLabel":"5.72 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/src%2Fturbomlx%2Fprompt_cache.py"},{"path":"tests/test_availability.py","fileName":"test_availability.py","sha256":"93e1075f0955b222b4f6a5876102c6601ce3adae8a5eb2fab664d310ad97a7e6","sizeLabel":"1.51 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_availability.py"},{"path":"tests/test_cache_helpers.py","fileName":"test_cache_helpers.py","sha256":"942d370d3b8fb0adcaa2bfba728e0e6f55635948fd39c3f481377960f238ae04","sizeLabel":"5.85 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_cache_helpers.py"},{"path":"tests/test_cli.py","fileName":"test_cli.py","sha256":"4a893e6f020e6cfb322a0da84a079659078455de4e312af844d73358e939acb1","sizeLabel":"6.23 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_cli.py"},{"path":"tests/test_codebooks.py","fileName":"test_codebooks.py","sha256":"e7b1db6fe450bd12aecdedad65fba59c0f7c118db77ffc2279fd864315f5d432","sizeLabel":"778 bytes","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_codebooks.py"},{"path":"tests/test_config.py","fileName":"test_config.py","sha256":"6546400ded351403069bc43455610b642a207d010abc751068b1666c7807debe","sizeLabel":"759 bytes","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_config.py"},{"path":"tests/test_generation.py","fileName":"test_generation.py","sha256":"7e3daa4c64a7b1a67d4195e0666b65e1f408990b621d3b5298bcc612f798d095","sizeLabel":"6.34 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_generation.py"},{"path":"tests/test_mixed_precision.py","fileName":"test_mixed_precision.py","sha256":"2916e49d6c018e52d6739ce8c2a95c9131f72ec3a82e6efeb1580dab60378a94","sizeLabel":"3.28 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_mixed_precision.py"},{"path":"tests/test_mlx_smoke.py","fileName":"test_mlx_smoke.py","sha256":"eb44481c7b3acce95a6f5aaac216fb7275e9ba27ab4b14ceba16b37a886d7d88","sizeLabel":"1.12 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_mlx_smoke.py"},{"path":"tests/test_native_qwen_scorer.py","fileName":"test_native_qwen_scorer.py","sha256":"7b69fefe7261bdf1d678b63192e8891cd929eda8559bb476c732b967cc558066","sizeLabel":"7.17 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_native_qwen_scorer.py"},{"path":"tests/test_needle.py","fileName":"test_needle.py","sha256":"45a4407d2dc937e1ac8fbb026235d4deda24bc5912c411bda8d9468ebf7cc118","sizeLabel":"832 bytes","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_needle.py"},{"path":"tests/test_packaging.py","fileName":"test_packaging.py","sha256":"73e0a838c406ace38cb2c0718eaa2fcac41990e0caaeed2fa5ea232ec74e8fee","sizeLabel":"3.13 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_packaging.py"},{"path":"tests/test_packing.py","fileName":"test_packing.py","sha256":"7a508da30a6744d952781c4ab32931d509973dec2f2a63d4e86965fe55a7bcdd","sizeLabel":"733 bytes","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_packing.py"},{"path":"tests/test_patching.py","fileName":"test_patching.py","sha256":"587a6cf77dc16fb22c7aa76b09ee4c11443bb77d207d078fab54397df16584b8","sizeLabel":"3.04 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_patching.py"},{"path":"tests/test_prompt_cache.py","fileName":"test_prompt_cache.py","sha256":"033de60183df6be3bb46b7bfbaac92c77f846c5c99e6f4a85d6cf1c520fd0f59","sizeLabel":"5.3 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_prompt_cache.py"},{"path":"tests/test_quantizers.py","fileName":"test_quantizers.py","sha256":"96689f2f26101a005bacd51db22b7e72e4277ee6474733dc6e78bde16b08526a","sizeLabel":"2.69 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_quantizers.py"},{"path":"tests/test_qwen_preview_runtime.py","fileName":"test_qwen_preview_runtime.py","sha256":"adf755b50b1c9be647e7ab40ff9109740fa3d0d85d019a4003f86e14b59648aa","sizeLabel":"7.45 KB","downloadUrl":"/api/downloads/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm/tests%2Ftest_qwen_preview_runtime.py"}],"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":52,"totalFiles":105},"policyVersion":"hugging-bay.guided-download-card/v2","evaluatedAt":"2026-11-07T08:09:39.450Z","readiness":"ready","downloadable":true,"downloadStatus":"READY","hostedFileCount":52,"mirroredBytes":221936,"readinessCheckedAt":"2026-11-07T08:09:39.453Z","readinessSource":"file-check","degraded":false,"stale":false,"hosted":true,"hostingStatus":"hosted","publicDownloadableFileCount":52,"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"unsigned","freshness":"current","checked_at":"2026-11-07T08:09:39.453Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"}},"canIRun":true,"modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog does not give enough information to describe what this model is for.","confidence":"none","task":null,"audience":null,"basis":"insufficient-information","rules":[],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs","insufficient-task-evidence"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":223455,"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":"AlicanKiraz0/Qwen3.5-TurboQuant-MLX-LM"}},"runs_here":{"schema_version":1,"artifact_id":"hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm","records":[],"next_cursor":null},"hardware_fit":{"schema":"hugging-bay.hardware-fit.v1","artifactId":"hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm","revision":"a31b556d55575116e21ae8d3ff4924117d720e1c","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":"2026-11-07T08:09:39.434Z","evidence_url":"/api/manifests/hf-model-alicankiraz0-qwen3-5-turboquant-mlx-lm"}}