Released SFT and RL checkpoints appear identical to NaVILA checkpoints
Hi, thank you for releasing MobileVLA-R1.
We downloaded the official weight.zip.part-* archive and compared both released checkpoints against the corresponding NaVILA checkpoints:
weight/sft vs. a8cheng/navila-siglip-llama3-8b-v1.5-pretrain
weight/rl vs. a8cheng/navila-llama3-8b-8f
For weight/rl, the SHA256 checksums are identical for every model component:
| Component |
Matching SHA256 |
| LLM shard 1 |
d4df84977665ab9be02f987a4eccd56abb0ac7273f12f6906f50c13bc7110371 |
| LLM shard 2 |
42c210a04fc723675f858b383d546d2d5e0d4aa857d4fb321d3e57da241796f9 |
| LLM shard 3 |
d53f6cab87861720f85f22af13e756cd7cccf569c2f8c096a7ec38d513be43e4 |
| LLM shard 4 |
f35c5720effc40db734ac67b232e0b97389f802251d5d4d2480987f91f6dc937 |
| Vision tower |
1ff7d080a98a3f014b057dca741d7be358b700565493a15dfd82cb98903b0c4b |
| MM projector |
0921455072f43bfe67637a6d69faa7248b830c15dc67a6e9798b50e2aed6d376 |
The released weight/sft checkpoint also has identical SHA256 checksums to the NaVILA pretraining checkpoint:
| Component |
Matching SHA256 |
| LLM shard 1 |
0b9720ddd92eddd05daa33950a529ff615180d0a4f1c2a2c8c981a9ad211b127 |
| LLM shard 2 |
8d4782b4a69ef03845159ce1a15e272aadaaf134dc138d68f616098e8531729c |
| LLM shard 3 |
3acdd690e65c24f42a24581b8467af98bd3ca357444580f8012aacd2bd607921 |
| LLM shard 4 |
f47bdecf5731ea77ca4cf27a85db016d737302e0a96db40e0a6e27a756c18c0d |
| Vision tower |
d769e3a32a6a9bac72d4d93b989e44491f71b50f02bfa14cd9187758d4a68ff1 |
| MM projector |
ca78440c0ccf657e5dca905075fc054d7b3e340038aae03d784f52b56d06856d |
The corresponding config.json files are identical as well. In addition, the trainer_state.json released under weight/rl matches the NaVILA 8-frame checkpoint. Recursive comparisons found no differences in the model payloads.
Therefore, the current archive appears to contain:
weight/sft: the NaVILA pretraining checkpoint
weight/rl: the NaVILA 8-frame navigation checkpoint
Neither checkpoint appears to contain the released MobileVLA-R1-specific depth tower, point-cloud tower, modality bridges, or other parameters expected from the SFT/GRPO training described in the paper.
Could you please confirm whether these are the intended MobileVLA-R1 checkpoints? If the NaVILA checkpoints were uploaded by mistake, could you provide the correct MobileVLA-R1 SFT and GRPO-trained weights, including the depth and point-cloud components required to reproduce the reported results?
Thank you.
Released SFT and RL checkpoints appear identical to NaVILA checkpoints
Hi, thank you for releasing MobileVLA-R1.
We downloaded the official
weight.zip.part-*archive and compared both released checkpoints against the corresponding NaVILA checkpoints:weight/sftvs.a8cheng/navila-siglip-llama3-8b-v1.5-pretrainweight/rlvs.a8cheng/navila-llama3-8b-8fFor
weight/rl, the SHA256 checksums are identical for every model component:d4df84977665ab9be02f987a4eccd56abb0ac7273f12f6906f50c13bc711037142c210a04fc723675f858b383d546d2d5e0d4aa857d4fb321d3e57da241796f9d53f6cab87861720f85f22af13e756cd7cccf569c2f8c096a7ec38d513be43e4f35c5720effc40db734ac67b232e0b97389f802251d5d4d2480987f91f6dc9371ff7d080a98a3f014b057dca741d7be358b700565493a15dfd82cb98903b0c4b0921455072f43bfe67637a6d69faa7248b830c15dc67a6e9798b50e2aed6d376The released
weight/sftcheckpoint also has identical SHA256 checksums to the NaVILA pretraining checkpoint:0b9720ddd92eddd05daa33950a529ff615180d0a4f1c2a2c8c981a9ad211b1278d4782b4a69ef03845159ce1a15e272aadaaf134dc138d68f616098e8531729c3acdd690e65c24f42a24581b8467af98bd3ca357444580f8012aacd2bd607921f47bdecf5731ea77ca4cf27a85db016d737302e0a96db40e0a6e27a756c18c0dd769e3a32a6a9bac72d4d93b989e44491f71b50f02bfa14cd9187758d4a68ff1ca78440c0ccf657e5dca905075fc054d7b3e340038aae03d784f52b56d06856dThe corresponding
config.jsonfiles are identical as well. In addition, thetrainer_state.jsonreleased underweight/rlmatches the NaVILA 8-frame checkpoint. Recursive comparisons found no differences in the model payloads.Therefore, the current archive appears to contain:
weight/sft: the NaVILA pretraining checkpointweight/rl: the NaVILA 8-frame navigation checkpointNeither checkpoint appears to contain the released MobileVLA-R1-specific depth tower, point-cloud tower, modality bridges, or other parameters expected from the SFT/GRPO training described in the paper.
Could you please confirm whether these are the intended MobileVLA-R1 checkpoints? If the NaVILA checkpoints were uploaded by mistake, could you provide the correct MobileVLA-R1 SFT and GRPO-trained weights, including the depth and point-cloud components required to reproduce the reported results?
Thank you.