diff --git a/spacy/cli/__init__.py b/spacy/cli/__init__.py
index c5f60adfc..7368bcef3 100644
--- a/spacy/cli/__init__.py
+++ b/spacy/cli/__init__.py
@@ -16,7 +16,6 @@ from .debug_model import debug_model  # noqa: F401
 from .evaluate import evaluate  # noqa: F401
 from .convert import convert  # noqa: F401
 from .init_pipeline import init_pipeline_cli  # noqa: F401
-from .init_labels import init_labels_cli  # noqa: F401
 from .init_config import init_config, fill_config  # noqa: F401
 from .validate import validate  # noqa: F401
 from .project.clone import project_clone  # noqa: F401
diff --git a/spacy/cli/init_labels.py b/spacy/cli/init_labels.py
deleted file mode 100644
index e675901a3..000000000
--- a/spacy/cli/init_labels.py
+++ /dev/null
@@ -1,43 +0,0 @@
-from typing import Optional
-import logging
-from pathlib import Path
-from wasabi import msg
-import typer
-import srsly
-
-from .. import util
-from ..training.initialize import init_nlp, convert_vectors
-from ._util import init_cli, Arg, Opt, parse_config_overrides, show_validation_error
-from ._util import import_code, setup_gpu
-
-
-@init_cli.command(
-    "labels",
-    context_settings={"allow_extra_args": True, "ignore_unknown_options": True},
-)
-def init_labels_cli(
-    # fmt: off
-    ctx: typer.Context,  # This is only used to read additional arguments
-    config_path: Path = Arg(..., help="Path to config file", exists=True),
-    output_path: Path = Arg(..., help="Output directory for the labels"),
-    code_path: Optional[Path] = Opt(None, "--code", "-c", help="Path to Python file with additional code (registered functions) to be imported"),
-    verbose: bool = Opt(False, "--verbose", "-V", "-VV", help="Display more information for debugging purposes"),
-    use_gpu: int = Opt(-1, "--gpu-id", "-g", help="GPU ID or -1 for CPU")
-    # fmt: on
-):
-    if not output_path.exists():
-        output_path.mkdir()
-    util.logger.setLevel(logging.DEBUG if verbose else logging.ERROR)
-    overrides = parse_config_overrides(ctx.args)
-    import_code(code_path)
-    setup_gpu(use_gpu)
-    with show_validation_error(config_path):
-        config = util.load_config(config_path, overrides=overrides)
-    with show_validation_error(hint_fill=False):
-        nlp = init_nlp(config, use_gpu=use_gpu)
-    for name, component in nlp.pipeline:
-        if getattr(component, "label_data", None) is not None:
-            srsly.write_json(output_path / f"{name}.json", component.label_data)
-            msg.good(f"Saving {name} labels to {output_path}/{name}.json")
-        else:
-            msg.info(f"No labels found for {name}")
diff --git a/spacy/cli/init_pipeline.py b/spacy/cli/init_pipeline.py
index ac1cdb7be..43b95cec1 100644
--- a/spacy/cli/init_pipeline.py
+++ b/spacy/cli/init_pipeline.py
@@ -3,6 +3,7 @@ import logging
 from pathlib import Path
 from wasabi import msg
 import typer
+import srsly
 
 from .. import util
 from ..training.initialize import init_nlp, convert_vectors
@@ -64,3 +65,35 @@ def init_pipeline_cli(
         nlp = init_nlp(config, use_gpu=use_gpu, silent=False)
     nlp.to_disk(output_path)
     msg.good(f"Saved initialized pipeline to {output_path}")
+
+
+@init_cli.command(
+    "labels",
+    context_settings={"allow_extra_args": True, "ignore_unknown_options": True},
+)
+def init_labels_cli(
+    # fmt: off
+    ctx: typer.Context,  # This is only used to read additional arguments
+    config_path: Path = Arg(..., help="Path to config file", exists=True),
+    output_path: Path = Arg(..., help="Output directory for the labels"),
+    code_path: Optional[Path] = Opt(None, "--code", "-c", help="Path to Python file with additional code (registered functions) to be imported"),
+    verbose: bool = Opt(False, "--verbose", "-V", "-VV", help="Display more information for debugging purposes"),
+    use_gpu: int = Opt(-1, "--gpu-id", "-g", help="GPU ID or -1 for CPU")
+    # fmt: on
+):
+    if not output_path.exists():
+        output_path.mkdir()
+    util.logger.setLevel(logging.DEBUG if verbose else logging.ERROR)
+    overrides = parse_config_overrides(ctx.args)
+    import_code(code_path)
+    setup_gpu(use_gpu)
+    with show_validation_error(config_path):
+        config = util.load_config(config_path, overrides=overrides)
+    with show_validation_error(hint_fill=False):
+        nlp = init_nlp(config, use_gpu=use_gpu)
+    for name, component in nlp.pipeline:
+        if getattr(component, "label_data", None) is not None:
+            srsly.write_json(output_path / f"{name}.json", component.label_data)
+            msg.good(f"Saving {name} labels to {output_path}/{name}.json")
+        else:
+            msg.info(f"No labels found for {name}")