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MMD OD/IS sdk, cli examples; Update HuggingFace Classification exampl…
…es (#2477) * MMD OD/IS sdk, cli examples; Update HuggingFace Classification examples * update examples * instance segmentation infer notebooks * typo * update mmd docs * CLI inference examples for OD and IS * example updates; resolving review comments * update compute name; dataets version * update compute name * update remove image_min_size and image_max_size from OD and IS * Using yolof_r50_c5_8x8_1x_coco in OD example notebook * update reistry for inference --------- Co-authored-by: grajguru <[email protected]>
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42 changes: 42 additions & 0 deletions
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...oundation-models/system/finetune/image-instance-segmentation/deepspeed_configs/zero1.json
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,42 @@ | ||
| { | ||
| "fp16": { | ||
| "enabled": true, | ||
| "loss_scale": 0, | ||
| "loss_scale_window": 1000, | ||
| "hysteresis": 2, | ||
| "min_loss_scale": 1 | ||
| }, | ||
| "zero_optimization": { | ||
| "stage": 1, | ||
| "allgather_partitions": true, | ||
| "allgather_bucket_size": 200000000, | ||
| "overlap_comm": true, | ||
| "reduce_scatter": true, | ||
| "reduce_bucket_size": 200000000, | ||
| "contiguous_gradients": false, | ||
| "cpu_offload": false | ||
| }, | ||
| "zero_allow_untested_optimizer": true, | ||
| "optimizer": { | ||
| "type": "AdamW", | ||
| "params": { | ||
| "lr": "auto", | ||
| "betas": "auto", | ||
| "eps": "auto", | ||
| "weight_decay": "auto" | ||
| } | ||
| }, | ||
| "scheduler": { | ||
| "type": "WarmupLR", | ||
| "params": { | ||
| "warmup_min_lr": "auto", | ||
| "warmup_max_lr": "auto", | ||
| "warmup_num_steps": "auto" | ||
| } | ||
| }, | ||
| "steps_per_print": 2000, | ||
| "train_batch_size": "auto", | ||
| "train_micro_batch_size_per_gpu": "auto", | ||
| "gradient_accumulation_steps": "auto", | ||
| "wall_clock_breakdown": false | ||
| } |
4 changes: 4 additions & 0 deletions
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cli/foundation-models/system/finetune/image-instance-segmentation/deploy.yaml
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| $schema: https://azuremlschemas.azureedge.net/latest/managedOnlineDeployment.schema.json | ||
| name: demo | ||
| instance_type: Standard_DS3_v2 | ||
| instance_count: 1 |
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