diff --git a/swanlab/api/auth/login.py b/swanlab/api/auth/login.py
index baf22107..58fa3344 100644
--- a/swanlab/api/auth/login.py
+++ b/swanlab/api/auth/login.py
@@ -8,17 +8,19 @@
     用户登录接口，输入用户的apikey，保存用户token到本地
     进行一些交互定义和数据请求
 """
-from swanlab.error import ValidationError, APIKeyFormatError
-from swankit.log import FONT
+import getpass
+import os
+import sys
+
+import requests
 from swankit.env import is_windows
-from swanlab.package import get_user_setting_path, get_host_api
+from swankit.log import FONT
+
 from swanlab.api.info import LoginInfo
-from swanlab.log import swanlog
 from swanlab.env import in_jupyter, SwanLabEnv
-import getpass
-import requests
-import sys
-import os
+from swanlab.error import ValidationError, APIKeyFormatError
+from swanlab.log import swanlog
+from swanlab.package import get_user_setting_path, get_host_api
 
 
 def login_request(api_key: str, timeout: int = 20) -> requests.Response:
@@ -64,7 +66,6 @@ def input_api_key(
     _t = sys.excepthook
     sys.excepthook = _abort_tip
     if not again:
-        swanlog.info("Logging into swanlab cloud.")
         swanlog.info("You can find your API key at: " + FONT.yellow(get_user_setting_path()))
     # windows 额外打印提示信息
     if is_windows():
diff --git a/swanlab/data/callback_cloud.py b/swanlab/data/callback_cloud.py
index a8e65423..2235d947 100644
--- a/swanlab/data/callback_cloud.py
+++ b/swanlab/data/callback_cloud.py
@@ -7,7 +7,6 @@
 @Description:
     云端回调
 """
-import io
 import json
 import os
 import sys
@@ -23,7 +22,7 @@
 from swanlab.api.upload.model import ColumnModel, ScalarModel, MediaModel, FileModel
 from swanlab.data.cloud import ThreadPool
 from swanlab.data.cloud import UploadType
-from swanlab.env import in_jupyter, SwanLabEnv
+from swanlab.env import in_jupyter, SwanLabEnv, is_interactive
 from swanlab.error import KeyFileError
 from swanlab.log import swanlog
 from swanlab.package import (
@@ -144,7 +143,7 @@ def __init__(self, public: bool):
         self.public = public
 
     @classmethod
-    def get_login_info(cls):
+    def create_login_info(cls):
         """
         发起登录，获取登录信息，执行此方法会覆盖原有的login_info
         """
@@ -152,15 +151,11 @@ def get_login_info(cls):
         try:
             key = get_key()
         except KeyFileError:
-            try:
-                fd = sys.stdin.fileno()
-                # 不是标准终端，且非jupyter环境，无法控制其回显
-                if not os.isatty(fd) and not in_jupyter():
-                    raise KeyFileError("The key file is not found, call `swanlab.login()` or use `swanlab login` ")
-            # 当使用capsys、capfd或monkeypatch等fixture来捕获或修改标准输入输出时，会抛出io.UnsupportedOperation
-            # 这种情况下为用户自定义情况
-            except io.UnsupportedOperation:
-                pass
+            pass
+        if key is None and not is_interactive():
+            raise KeyFileError(
+                "api key not configured (no-tty), call `swanlab.login(api_key=[your_api_key])` or set `swanlab.init(mode=\"local\")`."
+            )
         return terminal_login(key)
 
     @staticmethod
@@ -208,12 +203,11 @@ def __str__(self):
 
     def on_init(self, project: str, workspace: str, logdir: str = None, **kwargs) -> int:
         super(CloudRunCallback, self).on_init(project, workspace, logdir)
-        # 检测是否有最新的版本
-        self._get_package_latest_version()
         if self.login_info is None:
             swanlog.debug("Login info is None, get login info.")
-            self.login_info = self.get_login_info()
-
+            self.login_info = self.create_login_info()
+        # 检测是否有最新的版本
+        self._get_package_latest_version()
         http = create_http(self.login_info)
         return http.mount_project(project, workspace, self.public).history_exp_count
 
diff --git a/swanlab/data/sdk.py b/swanlab/data/sdk.py
index 9f37324e..34cf6ea7 100644
--- a/swanlab/data/sdk.py
+++ b/swanlab/data/sdk.py
@@ -12,9 +12,10 @@
 
 from swanboard import SwanBoardCallback
 from swankit.env import SwanLabMode
+from swankit.log import FONT
 
-from swanlab.api import code_login
-from swanlab.env import SwanLabEnv
+from swanlab.api import code_login, terminal_login
+from swanlab.env import SwanLabEnv, is_interactive
 from swanlab.log import swanlog
 from .callback_cloud import CloudRunCallback
 from .callback_local import LocalRunCallback
@@ -27,6 +28,8 @@
     get_run,
 )
 from .run.helper import SwanLabRunOperator
+from ..error import KeyFileError
+from ..package import get_key, get_host_web
 
 
 def _check_proj_name(name: str) -> str:
@@ -68,7 +71,10 @@ def login(api_key: str = None):
     """
     if SwanLabRun.is_started():
         raise RuntimeError("You must call swanlab.login() before using init()")
-    CloudRunCallback.login_info = code_login(api_key) if api_key else CloudRunCallback.get_login_info()
+    CloudRunCallback.login_info = code_login(api_key) if api_key else CloudRunCallback.create_login_info()
+
+
+MODES = Literal["disabled", "cloud", "local"]
 
 
 def init(
@@ -78,7 +84,7 @@ def init(
     description: str = None,
     config: Union[dict, str] = None,
     logdir: str = None,
-    mode: Literal["disabled", "cloud", "local"] = None,
+    mode: MODES = None,
     load: str = None,
     public: bool = None,
     **kwargs,
@@ -152,13 +158,9 @@ def init(
         project = _load_data(load_data, "project", project)
         workspace = _load_data(load_data, "workspace", workspace)
         public = _load_data(load_data, "private", public)
-
-    # ---------------------------------- 模式选择 ----------------------------------
-    # for
-
-    # ---------------------------------- helper初始化 ----------------------------------
-    operator, c = _create_operator(mode, public)
     project = _check_proj_name(project if project else os.path.basename(os.getcwd()))  # 默认实验名称为当前目录名
+    # ---------------------------------- 启动操作员 ----------------------------------
+    operator, c = _create_operator(mode, public)
     exp_num = SwanLabRunOperator.parse_return(
         operator.on_init(project, workspace, logdir=logdir),
         key=c.__str__() if c else None,
@@ -238,6 +240,8 @@ def _init_mode(mode: str = None):
     传入的mode必须为SwanLabMode枚举中的一个值，否则报错ValueError
     如果环境变量和传入的mode参数都为None，则默认为cloud
 
+    从环境变量中提取mode参数以后，还有一步让用户选择运行模式的交互，详见issue： https://github.com/SwanHubX/SwanLab/issues/632
+
     :param mode: str, optional
         传入的mode参数
     :return: str mode
@@ -252,8 +256,45 @@ def _init_mode(mode: str = None):
     if mode is not None and mode not in allowed:
         raise ValueError(f"`mode` must be one of {allowed}, but got {mode}")
     mode = "cloud" if mode is None else mode
+    # 如果mode为cloud，且没找到 api key或者未登录，则提示用户输入
+    try:
+        get_key()
+        no_api_key = False
+    except KeyFileError:
+        no_api_key = True
+    login_info = None
+    if mode == "cloud" and no_api_key:
+        # 判断当前进程是否在交互模式下
+        if is_interactive():
+            swanlog.info(
+                f"Using SwanLab to track your experiments. Please refer to {FONT.yellow('https://docs.swanlab.cn')} for more information."
+            )
+            swanlog.info("(1) Create a SwanLab account.")
+            swanlog.info("(2) Use an existing SwanLab account.")
+            swanlog.info("(3) Don't visualize my results.")
+
+            # 交互选择
+            tip = FONT.swanlab("Enter your choice: ")
+            code = input(tip)
+            while code not in ["1", "2", "3"]:
+                swanlog.warning("Invalid choice, please enter again.")
+                code = input(tip)
+            if code == "3":
+                mode = "local"
+            elif code == "2":
+                swanlog.info("You chose 'Use an existing swanlab account'")
+                swanlog.info("Logging into " + FONT.yellow(get_host_web()))
+                login_info = terminal_login()
+            elif code == "1":
+                swanlog.info("You chose 'Create a swanlab account'")
+                swanlog.info("Create a SwanLab account here: " + FONT.yellow(get_host_web() + "/login"))
+                login_info = terminal_login()
+            else:
+                raise ValueError("Invalid choice")
+
+        # 如果不在就不管
     os.environ[mode_key] = mode
-    return mode
+    return mode, login_info
 
 
 def _init_config(config: Union[dict, str]):
@@ -284,7 +325,9 @@ def _create_operator(mode: str, public: bool) -> Tuple[SwanLabRunOperator, Optio
     :param public: 是否公开
     :return: SwanLabRunOperator, CloudRunCallback
     """
-    mode = _init_mode(mode)
+    mode, login_info = _init_mode(mode)
+    CloudRunCallback.login_info = login_info
+
     if mode == SwanLabMode.DISABLED.value:
         swanlog.warning("SwanLab run disabled, the data will not be saved or uploaded.")
         return SwanLabRunOperator(), None
diff --git a/swanlab/env.py b/swanlab/env.py
index 0472c293..a51c8f80 100644
--- a/swanlab/env.py
+++ b/swanlab/env.py
@@ -8,7 +8,9 @@
     除了utils和error模块，其他模块都可以使用这个模块
 """
 import enum
+import io
 import os
+import sys
 from typing import List
 
 import swankit.env as E
@@ -127,3 +129,17 @@ def in_jupyter() -> bool:
         return True
     except NameError:
         return False
+
+
+def is_interactive():
+    """
+    是否为可交互式环境（输入连接tty设备）
+    特殊的环境：jupyter notebook
+    """
+    try:
+        fd = sys.stdin.fileno()
+        return os.isatty(fd) or in_jupyter()
+    # 当使用capsys、capfd或monkeypatch等fixture来捕获或修改标准输入输出时，会抛出io.UnsupportedOperation
+    # 多为测试情况，可交互
+    except io.UnsupportedOperation:
+        return True
diff --git a/swanlab/package.py b/swanlab/package.py
index 8aec21a1..eeea3618 100644
--- a/swanlab/package.py
+++ b/swanlab/package.py
@@ -7,19 +7,22 @@
 @Description:
     用于管理swanlab的包管理器的模块，做一些封装
 """
-from .env import get_save_dir, SwanLabEnv
-from .error import KeyFileError
-from typing import Optional
-import requests
-import netrc
 import json
+import netrc
 import os
+from typing import Optional
+
+import requests
+
+from .env import get_save_dir, SwanLabEnv
+from .error import KeyFileError
 
 package_path = os.path.join(os.path.dirname(__file__), "package.json")
 
 
 # ---------------------------------- 版本号相关 ----------------------------------
 
+
 def get_package_version() -> str:
     """获取swanlab的版本号
     :return: swanlab的版本号
@@ -69,7 +72,7 @@ def get_user_setting_path() -> str:
     """获取用户设置的url
     :return: 用户设置的url
     """
-    return get_host_web() + "/settings"
+    return get_host_web() + "/space/~/settings"
 
 
 def get_project_url(username: str, projname: str) -> str:
diff --git a/test/unit/data/test_sdk.py b/test/unit/data/test_sdk.py
index 4109ebad..9d555e32 100644
--- a/test/unit/data/test_sdk.py
+++ b/test/unit/data/test_sdk.py
@@ -46,10 +46,13 @@ def test_init_error_mode(self):
             S._init_mode("123456")  # noqa
 
     @pytest.mark.parametrize("mode", ["disabled", "local", "cloud"])
-    def test_init_mode(self, mode):
+    def test_init_mode(self, mode, monkeypatch):
         """
         初始化时mode参数正确
         """
+        if mode == 'cloud':
+            mode = 'local'
+            monkeypatch.setattr("builtins.input", lambda _: "3")
         S._init_mode(mode)
         assert os.environ[MODE] == mode
         del os.environ[MODE]
@@ -58,14 +61,88 @@ def test_init_mode(self, mode):
         # assert os.environ[MODE] == mode
 
     @pytest.mark.parametrize("mode", ["disabled", "local", "cloud"])
-    def test_overwrite_mode(self, mode):
+    def test_overwrite_mode(self, mode, monkeypatch):
         """
         初始化时mode参数正确，覆盖环境变量
         """
+        if mode == 'cloud':
+            mode = 'local'
+            monkeypatch.setattr("builtins.input", lambda _: "3")
         os.environ[MODE] = "123456"
         S._init_mode(mode)
         assert os.environ[MODE] == mode
 
+    def test_no_api_key_to_cloud(self, monkeypatch):
+        """
+        初始化时mode为cloud，但是没有设置apikey
+        """
+        if SwanLabEnv.API_KEY.value in os.environ:
+            del os.environ[SwanLabEnv.API_KEY.value]
+        monkeypatch.setattr("builtins.input", lambda _: "3")
+        mode, login_info = S._init_mode("cloud")
+        assert mode == "local"
+        assert login_info is None
+
+    @pytest.mark.skipif(T.is_skip_cloud_test, reason="skip cloud test")
+    def test_init_cloud_with_no_api_key(self, monkeypatch):
+        """
+        初始化时mode为cloud，但是没有设置apikey
+        """
+        api_key = os.environ[SwanLabEnv.API_KEY.value]
+        del os.environ[SwanLabEnv.API_KEY.value]
+        # 在测试时默认会在交互模式下
+        # 接下来需要模拟终端连接，使用monkeypatch
+        # 三种选择方式：
+        # 1. 输入api key
+        # 2. 创建账号
+        # 3. 使用本地版
+
+        # 选择第三种
+        monkeypatch.setattr("builtins.input", lambda _: "3")
+        mode, login_info = S._init_mode("cloud")
+        assert mode == "local"
+        assert login_info is None
+
+        # 选择第二种
+        monkeypatch.setattr("builtins.input", lambda _: "2")
+        monkeypatch.setattr("getpass.getpass", lambda _: api_key)
+        mode, login_info = S._init_mode("cloud")
+        assert mode == "cloud"
+        assert login_info is not None
+
+        # 登录后会保存key，测试时需要删除
+        os.remove(os.path.join(get_save_dir(), ".netrc"))
+
+        # 选择第一种
+        monkeypatch.setattr("builtins.input", lambda _: "1")
+        monkeypatch.setattr("getpass.getpass", lambda _: api_key)
+        mode, login_info = S._init_mode("cloud")
+        assert mode == "cloud"
+        assert login_info is not None
+
+        # 登录后会保存key，测试时需要删除
+        os.remove(os.path.join(get_save_dir(), ".netrc"))
+
+        # 选择其他的
+        def create_other_input():
+            first = True
+
+            def oi():
+                nonlocal first
+                if first:
+                    first = False
+                    return "123456"
+                else:
+                    return "3"
+
+            return oi
+
+        other_input = create_other_input()
+        monkeypatch.setattr("builtins.input", lambda _: other_input())
+        mode, login_info = S._init_mode("cloud")
+        assert mode == "local"
+        assert login_info is None
+
 
 class TestInitMode:
     """
diff --git a/test/unit/test_env.py b/test/unit/test_env.py
index 5827631d..3db74234 100644
--- a/test/unit/test_env.py
+++ b/test/unit/test_env.py
@@ -7,11 +7,12 @@
 @Description:
     测试swanlab.env模块
 """
+import os
+
 import pytest
 
-from swanlab.env import SwanLabEnv
 import swanlab
-import os
+from swanlab.env import SwanLabEnv, is_interactive
 
 
 def test_default():
@@ -37,3 +38,8 @@ def test_check():
     os.environ[SwanLabEnv.RUNTIME.value] = "124"
     with pytest.raises(ValueError):
         SwanLabEnv.check()
+
+
+def test_is_interactive():
+    # 测试时默认返回true
+    assert is_interactive() == True
diff --git a/test/unit/test_package.py b/test/unit/test_package.py
index 8a6f0a73..94ba6060 100644
--- a/test/unit/test_package.py
+++ b/test/unit/test_package.py
@@ -1,10 +1,12 @@
+import json
+import netrc
+import os
+
+import nanoid
 import pytest
+
 import swanlab.package as P
 from swanlab.env import SwanLabEnv, get_save_dir
-import nanoid
-import netrc
-import json
-import os
 
 _ = os.path.dirname(os.path.dirname(os.path.dirname(__file__)))
 package_data = json.load(open(os.path.join(_, "swanlab", "package.json")))
@@ -47,7 +49,7 @@ def test_get_user_setting_path():
     """
     测试获取用户设置文件路径
     """
-    assert P.get_user_setting_path() == P.get_host_web() + "/settings"
+    assert P.get_user_setting_path() == P.get_host_web() + "/space/~/settings"
 
 
 def test_get_project_url():
@@ -66,14 +68,15 @@ def test_get_experiment_url():
     username = nanoid.generate()
     projname = nanoid.generate()
     expid = nanoid.generate()
-    assert P.get_experiment_url(
-        username, projname,
-        expid
-    ) == P.get_host_web() + "/@" + username + "/" + projname + "/runs/" + expid
+    assert (
+        P.get_experiment_url(username, projname, expid)
+        == P.get_host_web() + "/@" + username + "/" + projname + "/runs/" + expid
+    )
 
 
 # ---------------------------------- 登录部分 ----------------------------------
 
+
 class TestGetKey:
     @staticmethod
     def remove_env_key():
@@ -102,12 +105,14 @@ def test_no_file(self):
         """
         self.remove_env_key()
         from swanlab.error import KeyFileError
+
         with pytest.raises(KeyFileError) as e:
             P.get_key()
         assert str(e.value) == "The file does not exist"
 
     def test_no_host(self):
         from swanlab.error import KeyFileError
+
         self.test_ok()  # 此时删除了环境变量
         host = nanoid.generate()
         os.environ[SwanLabEnv.API_HOST.value] = host