ntakouris

{
    "name": "<your-project>",
    "build": {
	"dockerfile": "../Dockerfile",
        "args":{
            "GCLOUD_ACCESS_TOKEN": "$(gcloud auth print-access-token)"
        }
    },
    "mounts": [
        "source=${localEnv:HOME}/.config/gcloud,target=/root/.config/gcloud,type=bind"          

ntakouris

import tensorrt as trt

import pycuda.autoinit
import pycuda.driver as cuda

from typing import List
import numpy as np

import cv2
import numpy as np

ntakouris

python -m torch.distributed.launch --nproc_per_node=2 main_dino.py --arch resnet34 --optimizer sgd --lr 0.03 --weight_decay 1e-4 --weight_decay_end 1e-4 --global_crops_scale 0.14 1 --local_crops_scale 0.05 0.14 --data_path /opt/datasets/imagenet/ILSVRC/Data/CLS-LOC/train --output_dir /opt/datasets/dino/

ntakouris

class Scopes:
    Training = "train"
    Validation = "val"
    Test = "test"

# support multiple experiment types and structures with ease
class Metrics:
    Loss = "loss"

    class ObjectDetection:

ntakouris

from typing import Optional, List
from dataclasses import dataclass

@dataclass
class MetricsInstagram:
    train_loss: Optional[float] = None
    val_loss: Optional[float] = None
    val_accuracy: Optional[float] = None

ntakouris

class ApiRoot:
    Base = "/api"
    Frontend = "/ui"

class Users:
    inner_base = ApiRoot.Base + "/users"

    Register = inner_base + "/register"

    ByName = lambda name: ApiRoot.Users.inner_base + f"/{name}" 

ntakouris

class ApiRoot:
    Base = "/api"
    Frontend = "/ui"

class Users:
    inner_base = "/users"

    Register = inner_base + "/register"

    ByName = lambda name: ApiRoot.Users.inner_base + f"/{name}" 

ntakouris

@0xeaa9e4314af47a92;

struct BoundingBox {
    x @0: UInt16;
    y @1: UInt16;

    w @2: UInt16;
    h @3: UInt16;

    cls @4: Text;

ntakouris

match db.retrieve(&id) {
    Ok(c) => match c {
        Some(d) => {
            /* map DataResource -> EventEntity */
            let ret = match d.value {
                DataResourcePayload::String(x) => EventEntity{ id: d.id, value: EventValue::String(x)},
                DataResourcePayload::Float(x) => EventEntity{ id: d.id, value: EventValue::Float(x)},
                DataResourcePayload::Int(x) => EventEntity{ id: d.id, value: EventValue::Int(x)},
                DataResourcePayload::Bool(x) => EventEntity{ id: d.id, value: EventValue::Bool(x)},
                DataResourcePayload::CaptionedImage(x) => {

ntakouris

// alternatively, return a mutable DataResource
// and map the id and other metadata afterwards
let resource = match event.value {

    // simple
    EventValue::String(x) => DataResource{ id: event.id, value: DataResourcePayload::String(x)},
    EventValue::Float(x) => DataResource{ id: event.id, value: DataResourcePayload::Float(x)},
    EventValue::Int(x) => DataResource{ id: event.id, value: DataResourcePayload::Int(x)},
    EventValue::Bool(x) => DataResource{ id: event.id, value: DataResourcePayload::Bool(x)},