{ "mic": "0.3", "name": "PVT image classification", "usage": "PvtImageProcessor + PvtForImageClassification, batched synthetic images", "architecture": "PvtForImageClassification", "checkpoints": { "Zetatech/pvt-tiny-224": { "fixture": "huggingface-mic/pvt-tiny-224-mic" } }, "fixtures": { "huggingface-mic/pvt-tiny-224-mic": { "built_from": "Zetatech/pvt-tiny-224", "covers": [ "Zetatech/pvt-tiny-224" ], "build": { "seed": 17, "config_overrides": { "fields": { "num_attention_heads": [ 1, 2, 4, 8 ] }, "reason": "The generic rule shrinks PVT's per-stage hidden_sizes [64,128,320,512] to [16,32,64,128] but leaves the per-stage num_attention_heads [1,2,5,8]; stage 3's 64 channels are not divisible by 5 heads, so the model cannot be constructed. [1,2,4,8] keeps the multi-head layout with valid head widths." } } } }, "integrations": { "transformers": { "entry_point": "integrations/transformers/usage.md", "format": "runnable-markdown", "requires": [ "transformers>=5", "torch" ], "targets": [ "fixtures", "checkpoints" ], "variants": { "default": {}, "eager": { "attn_implementation": "eager" }, "bfloat16": { "dtype": "bfloat16" } }, "training": true, "resources": { "fixture": { "memory_gb": 1, "download_mb": 20 }, "Zetatech/pvt-tiny-224": { "memory_gb": 1, "download_mb": 20 } } } }, "outputs": { "runtime": { "compare": "exact" }, "predicted_classes": { "compare": "exact" }, "logits_probe": { "compare": "allclose", "atol": 0.0001, "rtol": 0.0001 }, "training.loss": { "compare": "allclose", "atol": 0.0001, "rtol": 0.0001 }, "training.gradients": { "compare": "all_true" }, "training.updated": { "compare": "true" } } }