olive-recipes/google-vit-base-patch16-224/OpenVINO/vit_base_patch16_224_context_ov_static.json at main · CodeLinaro/olive-recipes · GitHub

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
{
    "input_model": { "type": "HfModel", "model_path": "google/vit-base-patch16-224", "task": "image-classification" },
    "systems": {
        "local_system": {
            "type": "LocalSystem",
            "accelerators": [ { "execution_providers": [ "OpenVINOExecutionProvider" ] } ]
        }
    },
    "data_configs": [
        {
            "name": "quantize_data_config",
            "type": "HuggingfaceContainer",
            "user_script": "imagenet.py",
            "load_dataset_config": {
                "data_name": "imagenet-1k",
                "split": "validation",
                "streaming": true,
                "trust_remote_code": true
            },
            "pre_process_data_config": { "type": "dataset_pre_process", "size": 256, "cache_key": "imagenet256" },
            "post_process_data_config": { "type": "dataset_post_process" }
        }
    ],
    "passes": {
        "ov_convert": {
            "type": "OpenVINOConversion",
            "input_shapes": [ [ 1, 3, 224, 224 ] ],
            "output_model": "vit_base_patch16_224",
            "compress_to_fp16": true
        },
        "io_update": {
            "type": "OpenVINOIoUpdate",
            "input_shapes": [ [ 1, 3, 224, 224 ] ],
            "static": true,
            "reuse_cache": true
        },
        "ov_quantize": {
            "type": "OpenVINOQuantization",
            "target_device": "npu",
            "data_config": "quantize_data_config",
            "model_type": "TRANSFORMER",
            "extra_configs": [ { "advanced_quantization_parameters": { "smooth_quant_alpha": 0.6 } } ],
            "reuse_cache": true
        },
        "encapsulation": {
            "type": "OpenVINOEncapsulation",
            "target_device": "npu",
            "ov_version": "2025.1",
            "reuse_cache": true
        },
        "add_metadata": { "type": "AddOliveMetadata", "graph_name": "vit-base-patch16-224" }
    },
    "search_strategy": false,
    "host": "local_system",
    "cache_dir": "cache",
    "clean_cache": true,
    "evaluate_input_model": false,
    "output_dir": "models/vit_base_patch16_224_ov_static"
}