olive-recipes/meta-llama-Llama-3.2-1B-Instruct/olive/dora.json at main · microsoft/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
{
    "input_model": {
        "type": "HfModel",
        "model_path": "meta-llama/Llama-3.2-1B-Instruct"
    },
    "systems": {
        "local_system": {
            "type": "LocalSystem",
            "accelerators": [ { "device": "gpu", "execution_providers": [ "CUDAExecutionProvider" ] } ]
        }
    },
    "data_configs": [
        {
            "name": "train_data",
            "type": "HuggingfaceContainer",
            "load_dataset_config": { "data_name": "timdettmers/openassistant-guanaco", "split": "train[:4096]" }
        },
        {
            "name": "eval_data",
            "type": "HuggingfaceContainer",
            "load_dataset_config": { "data_name": "timdettmers/openassistant-guanaco", "split": "train[4096:4224]" }
        }
    ],
    "passes": {
        "d": {
            "train_data_config": "train_data",
            "type": "dora",
            "torch_dtype": "float16",
            "training_args": {
                "per_device_train_batch_size": 16,
                "per_device_eval_batch_size": 16,
                "max_steps": 150,
                "logging_steps": 50.0
            },
            "r": 64,
            "alpha": 16,
            "eval_data_config": "eval_data"
        },
        "c": {
            "type": "OnnxConversion",
            "use_dynamo_exporter": true,
            "save_metadata_for_token_generation": true,
            "torch_dtype": "float16"
        },
        "o": {
            "type": "OrtTransformersOptimization",
            "model_type": "gpt2",
            "opt_level": 0,
            "keep_io_types": false,
            "float16": true
        },
        "e": { "type": "ExtractAdapters", "adapter_type": "dora" },
        "m": { "type": "ModelBuilder", "metadata_only": true, "precision": "fp16" }
    },
    "host": "local_system",
    "target": "local_system",
    "output_dir": "models"
}