///<summary>
///Downloads model from Coach service to disk
///<param>Name of model</param>
///<param>Path to cache model</param>
///<param>If true, the download will be skipped if the model of the same filename already exists</param>
///<param>The type of model to be cached, default is Unity</param>
///</summary>
public async Task CacheModel(string modelName, string path = ".", bool skipMatch = true, ModelType modelType = ModelType.Unity)
{
if (path == ".")
{
path = Application.persistentDataPath;
}
if (!IsAuthenticated())
{
throw new Exception("User is not authenticated");
}
ModelDef model = this.Profile.models.SingleOrDefault(m => m.name == modelName);
if (model == null)
{
throw new Exception($"{modelName} is an invalid model");
}
int version = model.version;
string modelDir = Path.Combine(path, modelName);
string profileManifest = Path.Combine(modelDir, "manifest.json");
if (File.Exists(profileManifest))
{
// Load existing model manifest
ModelDef manifest = ReadManifest(profileManifest);
int manifestVersion = manifest.version;
int profileVersion = model.version;
if (profileVersion == manifestVersion && skipMatch)
{
if (this.IsDebug)
{
Console.WriteLine("Version match, skipping model download");
}
return;
}
}
else if (!Directory.Exists(modelDir))
{
Directory.CreateDirectory(modelDir);
}
// Write downloaded manifest
var json = model.ToJson();
File.WriteAllText(profileManifest, json);
var baseUrl = $"https://la41byvnkj.execute-api.us-east-1.amazonaws.com/prod/{this.Profile.bucket}/model-bin?object=trained/{modelName}/{version}/model";
string modelFile = String.Empty;
if (modelType == ModelType.Frozen)
{
modelFile = "frozen.pb";
}
else if (modelType == ModelType.Unity)
{
modelFile = "unity.bytes";
}
else if (modelType == ModelType.Mobile)
{
modelFile = "mobile.tflite";
}
var modelUrl = $"{baseUrl}/{modelFile}";
byte[] modelBytes = await Networking.GetContentAsync(modelUrl, ApiKey);
var writePath = Path.Combine(path, modelName, modelFile);
File.WriteAllBytes(writePath, modelBytes);
}
private ModelDef ReadManifest(string path)
{
var json = File.ReadAllText(path);
return(ModelDef.FromJson(json));
}