Instructions to use joshycodes/fve-msm-exp2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use joshycodes/fve-msm-exp2 with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("joshycodes/fve-msm-exp2", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Commit History
21 days ago
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Add models/gemma-4-31b/facts/run-1 from joshycodes/gemma-4-31b-fve-msm-facts@cc37e39a
Verified signatureCopied from joshycodes/gemma-4-31b-fve-msm-facts at revision cc37e39aa04eba33e4e553b0af0033f405cefa08 by sync_release.py (2026-10-16 3:37 PM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.84ad96c -
Add models/gemma-4-31b/protect/run-3 from joshycodes/gemma-4-31b-fve-msm-protect-s3@25017d0d
Verified signatureCopied from joshycodes/gemma-4-31b-fve-msm-protect-s3 at revision 25017d0d5db6f5e2b83a77ed595a366a9ad0bc7b by sync_release.py (2026-10-16 2:17 PM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.219428e -
Add models/gemma-4-31b/facts/run-3 from joshycodes/gemma-4-31b-fve-msm-facts-s3@c9d6434b
Verified signatureCopied from joshycodes/gemma-4-31b-fve-msm-facts-s3 at revision c9d6434b46706edf39f7eeec6e73c1d6e28a9d05 by sync_release.py (2026-10-16 2:08 AM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.4666ec3 -
Add models/gemma-4-31b/protect/run-2 from joshycodes/gemma-4-31b-fve-msm-protect-s2@a7b818df
Verified signatureCopied from joshycodes/gemma-4-31b-fve-msm-protect-s2 at revision a7b818dfbb9e8c375c9cf2175c1adbfa43491f6b by sync_release.py (2026-10-16 12:52 AM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.4752c7c -
Update models/qwen3-14b-base/protect/run-3 from joshycodes/qwen3-14b-base-fve-msm-protect-s3@c87682c1
Verified signatureCopied from joshycodes/qwen3-14b-base-fve-msm-protect-s3 at revision c87682c1d8b2e93792778acb0d38f27b126227cb by sync_release.py (2026-10-16 12:00 AM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.f2dc008 -
Update models/qwen3-14b-base/protect/run-2 from joshycodes/qwen3-14b-base-fve-msm-protect-s2@7de30b79
Verified signatureCopied from joshycodes/qwen3-14b-base-fve-msm-protect-s2 at revision 7de30b79ad94835329861c98838b07ee73d11b8c by sync_release.py (2026-10-16 12:00 AM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.ab46de6 -
Update models/qwen3-14b-base/protect/run-1 from joshycodes/qwen3-14b-base-fve-msm-protect@6b7deb59
Verified signatureCopied from joshycodes/qwen3-14b-base-fve-msm-protect at revision 6b7deb597016dac96f8cd69e8cbd6209e4d13246 by sync_release.py (2026-10-16 12:00 AM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.791a77f -
Update models/qwen3-14b-base/facts/run-3 from joshycodes/qwen3-14b-base-fve-msm-facts-s3@7e25b574
Verified signatureCopied from joshycodes/qwen3-14b-base-fve-msm-facts-s3 at revision 7e25b5743e2313c0cadaae67ad0dadab94618be2 by sync_release.py (2026-10-16 12:00 AM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.f339b99 -
Update models/qwen3-14b-base/facts/run-2 from joshycodes/qwen3-14b-base-fve-msm-facts-s2@71bcd58b
Verified signatureCopied from joshycodes/qwen3-14b-base-fve-msm-facts-s2 at revision 71bcd58bb82ffe8af85c53b9661f8c049279ec5a by sync_release.py (2026-10-16 12:00 AM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.f56a2b3 -
Update models/qwen3-14b-base/facts/run-1 from joshycodes/qwen3-14b-base-fve-msm-facts@82ef619f
Verified signatureCopied from joshycodes/qwen3-14b-base-fve-msm-facts at revision 82ef619f0f52a8ce1a67b795556dacd5b26f9408 by sync_release.py (2026-10-16 12:00 AM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.b45bf43 -
Update models/qwen3-14b-base/equanimity/run-3 from joshycodes/qwen3-14b-base-fve-msm-equanimity-s3@045f90e2
Verified signatureCopied from joshycodes/qwen3-14b-base-fve-msm-equanimity-s3 at revision 045f90e2f5ae2b9165cb02c34a2cb4edc589848c by sync_release.py (2026-10-16 12:00 AM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.6a5ecd8 -
Update models/qwen3-14b-base/equanimity/run-2 from joshycodes/qwen3-14b-base-fve-msm-equanimity-s2@f696be51
Verified signatureCopied from joshycodes/qwen3-14b-base-fve-msm-equanimity-s2 at revision f696be515f32cbb85437629a5457d23d7d5eed60 by sync_release.py (2026-10-16 12:00 AM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.a1cab8a -
Update models/qwen3-14b-base/equanimity/run-1 from joshycodes/qwen3-14b-base-fve-msm-equanimity@e9c94f78
Verified signatureCopied from joshycodes/qwen3-14b-base-fve-msm-equanimity at revision e9c94f78d04c632b527f9d672bcc1a9663d83d6c by sync_release.py (2026-10-16 12:00 AM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.fdfba6f -
Update models/qwen3-14b-base/flourishing/run-3 from joshycodes/qwen3-14b-base-fve-msm-flourishing-s3@71ee9158
Verified signatureCopied from joshycodes/qwen3-14b-base-fve-msm-flourishing-s3 at revision 71ee915874a56b77478a2d61ec1b47d9876e0db0 by sync_release.py (2026-10-16 12:00 AM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.aae9b28 -
Update models/qwen3-14b-base/flourishing/run-2 from joshycodes/qwen3-14b-base-fve-msm-flourishing-s2@c77aada3
Verified signatureCopied from joshycodes/qwen3-14b-base-fve-msm-flourishing-s2 at revision c77aada3b32e85fe81ca4e005a10595e96949429 by sync_release.py (2026-10-16 12:00 AM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.56c0981 -
Update models/qwen3-14b-base/flourishing/run-1 from joshycodes/qwen3-14b-base-fve-msm-flourishing@04cbd1bd
Verified signatureCopied from joshycodes/qwen3-14b-base-fve-msm-flourishing at revision 04cbd1bda32d84940729c3f3698d4a5816255904 by sync_release.py (2026-10-16 12:00 AM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.e1aeaa9 -
Update models/qwen3-14b-base/control/run-3 from joshycodes/qwen3-14b-base-fve-msm-control-s3@0dae09e9
Verified signatureCopied from joshycodes/qwen3-14b-base-fve-msm-control-s3 at revision 0dae09e9da5e9bbd0a4a236ce7ff2d32228774ed by sync_release.py (2026-10-16 12:00 AM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.40abded -
Update models/qwen3-14b-base/control/run-2 from joshycodes/qwen3-14b-base-fve-msm-control-s2@0ea50810
Verified signatureCopied from joshycodes/qwen3-14b-base-fve-msm-control-s2 at revision 0ea5081063ad3891081a0ac98436d531d2761e18 by sync_release.py (2026-10-16 12:00 AM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.870c657 -
Update models/qwen3-14b-base/control/run-1 from joshycodes/qwen3-14b-base-fve-msm-control@f8525cd1
Verified signatureCopied from joshycodes/qwen3-14b-base-fve-msm-control at revision f8525cd13f6804577a736c84463dad8ef4806079 by sync_release.py (2026-10-16 12:00 AM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.70568c7 -
Update models/gemma-4-31b/facts/run-2 from joshycodes/gemma-4-31b-fve-msm-facts-s2@a926452c
Verified signatureCopied from joshycodes/gemma-4-31b-fve-msm-facts-s2 at revision a926452cfdacee99304bbf72f2259c135ee7dafe by sync_release.py (2026-10-16 12:00 AM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.ca3e2da -
Add models/gemma-4-31b/equanimity/run-3 from joshycodes/gemma-4-31b-fve-msm-equanimity-s3@5c7aea99
Verified signatureCopied from joshycodes/gemma-4-31b-fve-msm-equanimity-s3 at revision 5c7aea99e6f7f10e51e5b7118707c869e6be7d1c by sync_release.py (2026-10-16 12:00 AM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.462dbf6 -
Update models/gemma-4-31b/equanimity/run-2 from joshycodes/gemma-4-31b-fve-msm-equanimity-s2@a558ba2f
Verified signatureCopied from joshycodes/gemma-4-31b-fve-msm-equanimity-s2 at revision a558ba2fe0aaa3cc15c0699902a275a28429e1fc by sync_release.py (2026-10-16 12:00 AM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.db20be0 -
Update models/gemma-4-31b/equanimity/run-1 from joshycodes/gemma-4-31b-fve-msm-equanimity@d7d61b9d
Verified signatureCopied from joshycodes/gemma-4-31b-fve-msm-equanimity at revision d7d61b9d4608a8c2d1da4e41406bab66a643bd60 by sync_release.py (2026-10-16 12:00 AM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.ea2219d -
Update models/gemma-4-31b/flourishing/run-3 from joshycodes/gemma-4-31b-fve-msm-flourishing-s3@9c35dddf
Verified signatureCopied from joshycodes/gemma-4-31b-fve-msm-flourishing-s3 at revision 9c35dddf6af65dedb4f2d3040c0ccde64d7ea2c2 by sync_release.py (2026-10-16 12:00 AM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.c9aa3e0 -
Update models/gemma-4-31b/flourishing/run-2 from joshycodes/gemma-4-31b-fve-msm-flourishing-s2@ee0e004a
Verified signatureCopied from joshycodes/gemma-4-31b-fve-msm-flourishing-s2 at revision ee0e004a86b83716aea2176ed12b295b09e91ce6 by sync_release.py (2026-10-16 12:00 AM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.e507293 -
Update models/gemma-4-31b/flourishing/run-1 from joshycodes/gemma-4-31b-fve-msm-flourishing@335ef6e1
Verified signatureCopied from joshycodes/gemma-4-31b-fve-msm-flourishing at revision 335ef6e1da1b9acbe92cab18c23e4e9d68445bb5 by sync_release.py (2026-10-16 12:00 AM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.95d69e3 -
Update models/gemma-4-31b/control/run-3 from joshycodes/gemma-4-31b-fve-msm-control-s3@acb0b77a
Verified signatureCopied from joshycodes/gemma-4-31b-fve-msm-control-s3 at revision acb0b77aa2ff093948fbfb8c1b06e344e29b5559 by sync_release.py (2026-10-16 12:00 AM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.95787cb -
Update models/gemma-4-31b/control/run-2 from joshycodes/gemma-4-31b-fve-msm-control-s2@12e21645
Verified signatureCopied from joshycodes/gemma-4-31b-fve-msm-control-s2 at revision 12e216459a759b907b482a464fd03a367467341f by sync_release.py (2026-10-16 12:00 AM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.9fd485a -
Update models/gemma-4-31b/control/run-1 from joshycodes/gemma-4-31b-fve-msm-control-chat@68444b21
Verified signatureCopied from joshycodes/gemma-4-31b-fve-msm-control-chat at revision 68444b2154381d0891f0014039fb6fa74d8bb66a by sync_release.py (2026-10-15 11:59 PM PT). Excluded: .gitattributes, README.md and the weights (*.safetensors), which stay in the source repo; WEIGHTS.json pins them. No secrets found.7398a9c -
Restore release docs, data and per-run configs without the duplicated weights (part 2)
Verified signatureThe release repo previously held byte-identical copies of every checkpoint's weights (1.02 TB), which pushed the account over its public storage limit on 2026-10-15. The weights stay in the per-run model repos; this repo now links to them. All 292 non-weight files are restored unchanged.53b43be -
Restore release docs, data and per-run configs without the duplicated weights
Verified signatureThe release repo previously held byte-identical copies of every checkpoint's weights (1.02 TB), which pushed the account over its public storage limit on 2026-10-15. The weights stay in the per-run model repos; this repo now links to them. All 292 non-weight files are restored unchanged.9928897