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unslothai--unsloth/unsloth_cli/commands/export.py
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chore: import upstream snapshot with attribution
2026-07-13 12:59:56 +08:00

134 lines
4.6 KiB
Python

# SPDX-License-Identifier: AGPL-3.0-only
# Copyright 2026-present the Unsloth AI Inc. team. All rights reserved. See /studio/LICENSE.AGPL-3.0
from pathlib import Path
from typing import Optional
import typer
EXPORT_FORMATS = ["merged-16bit", "merged-4bit", "gguf", "lora"]
GGUF_QUANTS = ["q4_k_m", "q5_k_m", "q8_0", "f16"]
def list_checkpoints(
outputs_dir: Path = typer.Option(
Path("./outputs"), "--outputs-dir", help = "Directory that holds training runs."
),
):
"""List checkpoints detected in the outputs directory."""
from studio.backend.core.export import ExportBackend
backend = ExportBackend()
checkpoints = backend.scan_checkpoints(outputs_dir = str(outputs_dir))
if not checkpoints:
typer.echo("No checkpoints found.")
raise typer.Exit()
for model_name, ckpt_list, metadata in checkpoints:
typer.echo(f"\n{model_name}:")
for display, path, loss in ckpt_list:
loss_str = f" (loss: {loss:.4f})" if loss is not None else ""
typer.echo(f" {display}{loss_str}: {path}")
def export(
checkpoint: Path = typer.Argument(..., help = "Path to checkpoint directory."),
output_dir: Path = typer.Argument(..., help = "Directory to save exported model."),
format: str = typer.Option(
"merged-16bit",
"--format",
"-f",
help = f"Export format: {', '.join(EXPORT_FORMATS)}",
),
quantization: str = typer.Option(
"q4_k_m",
"--quantization",
"-q",
help = f"GGUF quantization method: {', '.join(GGUF_QUANTS)}",
),
push_to_hub: bool = typer.Option(
False, "--push-to-hub", help = "Push exported model to HuggingFace Hub."
),
repo_id: Optional[str] = typer.Option(
None, "--repo-id", help = "HuggingFace repo ID (username/model-name)."
),
hf_token: Optional[str] = typer.Option(
None, "--hf-token", envvar = "HF_TOKEN", help = "HuggingFace token."
),
private: bool = typer.Option(False, "--private", help = "Make the HuggingFace repo private."),
max_seq_length: int = typer.Option(2048, "--max-seq-length"),
load_in_4bit: bool = typer.Option(True, "--load-in-4bit/--no-load-in-4bit"),
):
"""Export a checkpoint to various formats (merged, GGUF, LoRA adapter)."""
if format not in EXPORT_FORMATS:
typer.echo(
f"Error: Invalid format '{format}'. Choose from: {', '.join(EXPORT_FORMATS)}",
err = True,
)
raise typer.Exit(code = 2)
if push_to_hub and not repo_id:
typer.echo("Error: --repo-id required when using --push-to-hub", err = True)
raise typer.Exit(code = 2)
from studio.backend.core.export import ExportBackend
backend = ExportBackend()
typer.echo(f"Loading checkpoint: {checkpoint}")
success, message = backend.load_checkpoint(
checkpoint_path = str(checkpoint),
max_seq_length = max_seq_length,
load_in_4bit = load_in_4bit,
)
if not success:
typer.echo(f"Error: {message}", err = True)
raise typer.Exit(code = 1)
typer.echo(message)
typer.echo(f"Exporting as {format}...")
output_path: Optional[str] = None
if format == "merged-16bit":
success, message, output_path = backend.export_merged_model(
save_directory = str(output_dir),
format_type = "16-bit (FP16)",
push_to_hub = push_to_hub,
repo_id = repo_id,
hf_token = hf_token,
private = private,
)
elif format == "merged-4bit":
success, message, output_path = backend.export_merged_model(
save_directory = str(output_dir),
format_type = "4-bit (FP4)",
push_to_hub = push_to_hub,
repo_id = repo_id,
hf_token = hf_token,
private = private,
)
elif format == "gguf":
success, message, output_path = backend.export_gguf(
save_directory = str(output_dir),
quantization_method = quantization.upper(),
push_to_hub = push_to_hub,
repo_id = repo_id,
hf_token = hf_token,
)
elif format == "lora":
success, message, output_path = backend.export_lora_adapter(
save_directory = str(output_dir),
push_to_hub = push_to_hub,
repo_id = repo_id,
hf_token = hf_token,
private = private,
)
if not success:
typer.echo(f"Error: {message}", err = True)
raise typer.Exit(code = 1)
typer.echo(message)
if output_path:
typer.echo(f"Saved to: {output_path}")