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