|
| 1 | +import argparse |
| 2 | + |
| 3 | +# import hashlib |
| 4 | +import os |
| 5 | +import platform |
| 6 | +import shutil |
| 7 | +import subprocess |
| 8 | +import tempfile |
| 9 | + |
| 10 | +import ray |
| 11 | +import yaml |
| 12 | + |
| 13 | +import instill |
| 14 | +from instill.helpers.const import DEFAULT_DEPENDENCIES |
| 15 | +from instill.helpers.errors import ModelConfigException |
| 16 | +from instill.utils.logger import Logger |
| 17 | + |
| 18 | + |
| 19 | +def config_check_required_fields(c): |
| 20 | + if "build" not in c or c["build"] is None: |
| 21 | + raise ModelConfigException("build") |
| 22 | + if "gpu" not in c["build"] or c["build"]["gpu"] is None: |
| 23 | + raise ModelConfigException("gpu") |
| 24 | + if "python_version" not in c["build"] or c["build"]["python_version"] is None: |
| 25 | + raise ModelConfigException("python_version") |
| 26 | + |
| 27 | + |
| 28 | +def cli(): |
| 29 | + if platform.machine() in ("i386", "AMD64", "x86_64"): |
| 30 | + default_platform = "amd64" |
| 31 | + else: |
| 32 | + default_platform = platform.machine() |
| 33 | + parser = argparse.ArgumentParser() |
| 34 | + subcommands = parser.add_subparsers(required=True) |
| 35 | + |
| 36 | + # init |
| 37 | + init_parser = subcommands.add_parser("init", help="Initialize model directory") |
| 38 | + init_parser.set_defaults(func=init) |
| 39 | + |
| 40 | + # build |
| 41 | + build_parser = subcommands.add_parser("build", help="Build model image") |
| 42 | + build_parser.set_defaults(func=build) |
| 43 | + build_parser.add_argument( |
| 44 | + "name", |
| 45 | + help="user and model namespace, in the format of <user-id>/<model-id>", |
| 46 | + ) |
| 47 | + build_parser.add_argument( |
| 48 | + "-t", |
| 49 | + "--tag", |
| 50 | + help="tag for the model image, default to `latest`", |
| 51 | + # default=hashlib.sha256().hexdigest(), |
| 52 | + default="latest", |
| 53 | + required=False, |
| 54 | + ) |
| 55 | + build_parser.add_argument( |
| 56 | + "--no-cache", |
| 57 | + help="build the image without cache", |
| 58 | + action="store_true", |
| 59 | + required=False, |
| 60 | + ) |
| 61 | + build_parser.add_argument( |
| 62 | + "--target-arch", |
| 63 | + help="target platform architecture for the model image, default to host", |
| 64 | + default=default_platform, |
| 65 | + choices=["arm64", "amd64"], |
| 66 | + required=False, |
| 67 | + ) |
| 68 | + |
| 69 | + # push |
| 70 | + push_parser = subcommands.add_parser("push", help="Push model image") |
| 71 | + push_parser.set_defaults(func=push) |
| 72 | + push_parser.add_argument( |
| 73 | + "name", |
| 74 | + help="user and model namespace, in the format of <user-id>/<model-id>", |
| 75 | + ) |
| 76 | + push_parser.add_argument( |
| 77 | + "-u", |
| 78 | + "--url", |
| 79 | + help="image registry url, in the format of host:port, default to api.instill.tech", |
| 80 | + default="api.instill.tech", |
| 81 | + required=False, |
| 82 | + ) |
| 83 | + push_parser.add_argument( |
| 84 | + "-t", |
| 85 | + "--tag", |
| 86 | + help="tag for the model image, default to `latest`", |
| 87 | + default="latest", |
| 88 | + required=False, |
| 89 | + ) |
| 90 | + |
| 91 | + args = parser.parse_args() |
| 92 | + args.func(args) |
| 93 | + |
| 94 | + |
| 95 | +def init(_): |
| 96 | + shutil.copyfile( |
| 97 | + __file__.replace("cli.py", "init-templates/instill.yaml"), |
| 98 | + f"{os.getcwd()}/instill.yaml", |
| 99 | + ) |
| 100 | + shutil.copyfile( |
| 101 | + __file__.replace("cli.py", "init-templates/model.py"), |
| 102 | + f"{os.getcwd()}/model.py", |
| 103 | + ) |
| 104 | + shutil.copyfile( |
| 105 | + __file__.replace("cli.py", "init-templates/.dockerignore"), |
| 106 | + f"{os.getcwd()}/.dockerignore", |
| 107 | + ) |
| 108 | + |
| 109 | + |
| 110 | +def build(args): |
| 111 | + try: |
| 112 | + Logger.i("[Instill Builder] Loading config file...") |
| 113 | + with open("instill.yaml", "r", encoding="utf8") as f: |
| 114 | + Logger.i("[Instill Builder] Parsing config file...") |
| 115 | + config = yaml.safe_load(f) |
| 116 | + |
| 117 | + config_check_required_fields(config) |
| 118 | + |
| 119 | + build_params = config["build"] |
| 120 | + |
| 121 | + python_version = build_params["python_version"].replace(".", "") |
| 122 | + ray_version = ray.__version__ |
| 123 | + instill_version = instill.__version__ |
| 124 | + |
| 125 | + if not build_params["gpu"]: |
| 126 | + cuda_suffix = "" |
| 127 | + elif ( |
| 128 | + "cuda_version" in build_params and not build_params["cuda_version"] is None |
| 129 | + ): |
| 130 | + cuda_suffix = f'-cu{build_params["cuda_version"].replace(".", "")}' |
| 131 | + else: |
| 132 | + cuda_suffix = "-gpu" |
| 133 | + |
| 134 | + system_str = "" |
| 135 | + if ( |
| 136 | + "system_packages" in build_params |
| 137 | + and not build_params["system_packages"] is None |
| 138 | + ): |
| 139 | + for p in build_params["system_packages"]: |
| 140 | + system_str += p + " " |
| 141 | + |
| 142 | + packages_str = "" |
| 143 | + if ( |
| 144 | + "python_packages" in build_params |
| 145 | + and not build_params["python_packages"] is None |
| 146 | + ): |
| 147 | + for p in build_params["python_packages"]: |
| 148 | + packages_str += p + " " |
| 149 | + for p in DEFAULT_DEPENDENCIES: |
| 150 | + packages_str += p + " " |
| 151 | + packages_str += f"instill-sdk=={instill_version}" |
| 152 | + |
| 153 | + with tempfile.TemporaryDirectory() as tmpdir: |
| 154 | + shutil.copyfile( |
| 155 | + __file__.replace("cli.py", "init-templates/Dockerfile"), |
| 156 | + f"{tmpdir}/Dockerfile", |
| 157 | + ) |
| 158 | + shutil.copytree(os.getcwd(), tmpdir, dirs_exist_ok=True) |
| 159 | + |
| 160 | + target_arch_suffix = "-aarch64" if args.target_arch == "arm64" else "" |
| 161 | + |
| 162 | + Logger.i("[Instill Builder] Building model image...") |
| 163 | + command = [ |
| 164 | + "docker", |
| 165 | + "buildx", |
| 166 | + "build", |
| 167 | + "--build-arg", |
| 168 | + f"TARGET_ARCH_SUFFIX={target_arch_suffix}", |
| 169 | + "--build-arg", |
| 170 | + f"RAY_VERSION={ray_version}", |
| 171 | + "--build-arg", |
| 172 | + f"PYTHON_VERSION={python_version}", |
| 173 | + "--build-arg", |
| 174 | + f"CUDA_SUFFIX={cuda_suffix}", |
| 175 | + "--build-arg", |
| 176 | + f"PACKAGES={packages_str}", |
| 177 | + "--build-arg", |
| 178 | + f"SYSTEM_PACKAGES={system_str}", |
| 179 | + "--platform", |
| 180 | + f"linux/{args.target_arch}", |
| 181 | + "-t", |
| 182 | + f"{args.name}:{args.tag}", |
| 183 | + tmpdir, |
| 184 | + "--load", |
| 185 | + ] |
| 186 | + if args.no_cache: |
| 187 | + command.append("--no-cache") |
| 188 | + subprocess.run( |
| 189 | + command, |
| 190 | + check=True, |
| 191 | + ) |
| 192 | + Logger.i(f"[Instill Builder] {args.name}:{args.tag} built") |
| 193 | + except subprocess.CalledProcessError: |
| 194 | + Logger.e("[Instill Builder] Build failed") |
| 195 | + except Exception as e: |
| 196 | + Logger.e("[Instill Builder] Prepare failed") |
| 197 | + Logger.e(e) |
| 198 | + finally: |
| 199 | + Logger.i("[Instill Builder] Done") |
| 200 | + |
| 201 | + |
| 202 | +def push(args): |
| 203 | + try: |
| 204 | + registry = args.url |
| 205 | + |
| 206 | + subprocess.run( |
| 207 | + [ |
| 208 | + "docker", |
| 209 | + "tag", |
| 210 | + f"{args.name}:{args.tag}", |
| 211 | + f"{registry}/{args.name}:{args.tag}", |
| 212 | + ], |
| 213 | + check=True, |
| 214 | + ) |
| 215 | + Logger.i("[Instill Builder] Pushing model image...") |
| 216 | + subprocess.run( |
| 217 | + ["docker", "push", f"{registry}/{args.name}:{args.tag}"], check=True |
| 218 | + ) |
| 219 | + Logger.i(f"[Instill Builder] {registry}/{args.name}:{args.tag} pushed") |
| 220 | + except subprocess.CalledProcessError: |
| 221 | + Logger.e("[Instill Builder] Push failed") |
| 222 | + except Exception as e: |
| 223 | + Logger.e("[Instill Builder] Prepare failed") |
| 224 | + Logger.e(e) |
| 225 | + finally: |
| 226 | + Logger.i("[Instill Builder] Done") |
| 227 | + |
| 228 | + |
| 229 | +if __name__ == "__main__": |
| 230 | + cli() |
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