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Update services/vincie.py
Browse files- services/vincie.py +121 -138
services/vincie.py
CHANGED
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#!/usr/bin/env python3
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"""
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"""
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import os
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import json
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import subprocess
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@@ -16,128 +29,93 @@ class VincieService:
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self,
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repo_dir: str = "/app/VINCIE",
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python_bin: str = "python",
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output_root: str = "/app/outputs",
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):
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self.repo_dir = Path(repo_dir)
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self.python = python_bin
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self.
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self.
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self.output_root = Path(output_root)
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self.output_root.mkdir(parents=True, exist_ok=True)
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self.ckpt_dir: Optional[Path] = None
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self._env = os.environ.copy()
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(self.repo_dir / "ckpt").mkdir(parents=True, exist_ok=True)
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# ----------
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self.repo_dir.mkdir(parents=True, exist_ok=True)
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main_py = self.repo_dir / "main.py"
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git_dir = self.repo_dir / ".git"
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repo_ok = main_py.exists() and git_dir.exists()
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if repo_ok:
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return
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# Clona em diretório temporário
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tmp_dir = self.repo_dir.with_name(self.repo_dir.name + ".tmp")
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try:
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if tmp_dir.exists():
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subprocess.run(["rm", "-rf", str(tmp_dir)], check=True)
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subprocess.run(["git", "clone", git_url, str(tmp_dir)], check=True)
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except subprocess.CalledProcessError as e:
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print("Error: git clone failed:", e)
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raise
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# Garante ckpt/ no temp e relinka symlink se possível
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(tmp_dir / "ckpt").mkdir(parents=True, exist_ok=True)
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if preserved_target and preserved_target.exists():
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try:
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tmp_link = tmp_dir / "ckpt" / "VINCIE-3B"
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if tmp_link.exists() or tmp_link.is_symlink():
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tmp_link.unlink()
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tmp_link.symlink_to(preserved_target, target_is_directory=True)
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except Exception as e:
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print("Warning: failed to link ckpt in temp repo:", e)
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# Remove repo antigo e move temp para destino
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try:
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subprocess.run(["rm", "-rf", str(self.repo_dir)], check=True)
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tmp_dir.rename(self.repo_dir)
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except Exception as e:
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print("Error: failed to swap repo directories:", e)
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raise
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def ensure_model(self, hf_token: Optional[str] = None, revision: Optional[str] = None) -> None:
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"""
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Baixa snapshot completo no cache (honra HF_HUB_CACHE) e cria symlink no repo.
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"""
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token = hf_token or os.getenv("HF_TOKEN") or os.getenv("HUGGINGFACE_TOKEN")
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cache_dir = os.environ.get("HF_HUB_CACHE")
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snapshot_path = snapshot_download(
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repo_id=self.
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revision=revision,
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cache_dir=cache_dir,
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local_files_only=False,
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)
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self.ckpt_dir = Path(snapshot_path)
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link = self.repo_dir / "ckpt" / "VINCIE-3B"
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if link.exists():
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try:
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tgt = link.resolve()
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ckpt_ok = (tgt / "dit.pth").exists() and (tgt / "vae.pth").exists()
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except Exception:
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ckpt_ok = False
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return bool(have_repo and ckpt_ok)
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# ---------- GPUs dedicadas e persistência ----------
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def pin_gpus(self, device_indices: List[int]) -> None:
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visible = ",".join(str(i) for i in device_indices)
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self._env["CUDA_VISIBLE_DEVICES"] = visible
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def enable_persistence_mode(self) -> None:
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try:
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subprocess.run(["nvidia-smi", "-pm", "1"], check=True)
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except Exception as e:
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print("Warning: failed to enable persistence mode:", e)
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# ---------- Execução ----------
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def _build_overrides(
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self,
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steps: Optional[int] = None,
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) -> List[str]:
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overrides = list(extra_overrides or [])
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overrides.append(f"ckpt.path={str(self.ckpt_dir)}")
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if cfg_scale is not None:
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overrides.append(f"generation.cfg_scale={cfg_scale}")
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if resolution_input is not None:
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overrides.append(f"generation.steps={steps}")
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return overrides
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def _run_vincie_once(self, overrides: List[str], work_output: Path) -> None:
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work_output.mkdir(parents=True, exist_ok=True)
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cmd = [
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self.python,
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"main.py",
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str(self.generate_yaml),
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*overrides,
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f"generation.output.dir={str(work_output)}",
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]
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subprocess.run(cmd, cwd=self.repo_dir, check=True, env=self._env)
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def _clean_gpu_memory(self) -> None:
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code = r"""
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import torch, gc
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try:
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torch.cuda.synchronize()
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except Exception:
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pass
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"""
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except Exception as e:
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print("Warning: GPU cleanup failed:", e)
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# ---------- APIs ----------
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resolution_input: Optional[int] = None,
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aspect_ratio_input: Optional[str] = None,
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steps: Optional[int] = None,
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image_json = json.dumps([str(input_image)])
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prompts_json = json.dumps(turns)
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base_overrides = [
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f"generation.positive_prompt.image_path={image_json}",
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f"generation.positive_prompt.prompts={prompts_json}",
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]
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if pad_img_placeholder is not None:
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base_overrides.append(f"generation.pad_img_placehoder={str(bool(pad_img_placeholder)).lower()}")
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overrides = self._build_overrides(
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extra_overrides=base_overrides,
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cfg_scale=cfg_scale,
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aspect_ratio_input=aspect_ratio_input,
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steps=steps,
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)
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self._clean_gpu_memory()
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return out_dir
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def multi_concept_compose(
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self,
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resolution_input: Optional[int] = None,
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aspect_ratio_input: Optional[str] = None,
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steps: Optional[int] = None,
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) ->
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out_dir = self.output_root / (out_dir_name or "multi_concept")
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imgs_json = json.dumps([str(p) for p in concept_images])
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prompts_all = concept_prompts + [final_prompt]
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prompts_json = json.dumps(prompts_all)
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base_overrides = [
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f"generation.positive_prompt.image_path={imgs_json}",
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f"generation.positive_prompt.prompts={prompts_json}",
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aspect_ratio_input=aspect_ratio_input,
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steps=steps,
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)
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self._run_vincie_once(overrides, out_dir)
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self._clean_gpu_memory()
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return out_dir
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#!/usr/bin/env python3
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"""
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services/vincie.py
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VincieService — preparação e execução CLI do VINCIE (upstream)
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- Garante repositório íntegro (clona/repara se faltarem main.py/.git).
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- Baixa snapshot completo do modelo no HF_HUB_CACHE.
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- Cria symlink idempotente ckpt/VINCIE-3B (no repo e em /app/ckpt) apontando para o snapshot (contém dit.pth, vae.pth, llm14b).
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- Valida artefatos esperados pelo generate.yaml.
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- Executa main.py do upstream com overrides de geração (sem mexer em ckpt.path).
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- Limpa VRAM levemente após cada job.
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Observação:
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- Para latência mínima, preferir o vince_server in-process (pipeline aquecida).
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- Este serviço via subprocess é fiel ao upstream e útil como fallback/diag.
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"""
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import os
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import json
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import subprocess
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self,
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repo_dir: str = "/app/VINCIE",
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python_bin: str = "python",
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repo_url: str = "https://github.com/ByteDance-Seed/VINCIE",
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model_repo: str = "ByteDance-Seed/VINCIE-3B",
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output_root: str = "/app/outputs",
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):
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self.repo_dir = Path(repo_dir)
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self.python = python_bin
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self.repo_url = repo_url
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self.model_repo = model_repo
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self.output_root = Path(output_root)
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self.output_root.mkdir(parents=True, exist_ok=True)
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self.generate_yaml = self.repo_dir / "configs" / "generate.yaml"
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self.ckpt_link_repo = self.repo_dir / "ckpt" / "VINCIE-3B"
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self.ckpt_link_app = Path("/app/ckpt") / "VINCIE-3B"
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self.ckpt_dir: Optional[Path] = None
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self._env = os.environ.copy()
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# ---------- util ----------
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@staticmethod
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def _run(cmd: List[str], cwd: Optional[Path] = None, env=None):
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subprocess.run(cmd, cwd=str(cwd) if cwd else None, check=True, env=env)
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@staticmethod
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def _ensure_symlink(link: Path, target: Path):
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link.parent.mkdir(parents=True, exist_ok=True)
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if link.is_symlink():
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try:
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if link.resolve() != target:
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link.unlink()
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link.symlink_to(target, target_is_directory=True)
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except Exception:
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# relinka a partir do zero
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link.unlink(missing_ok=True)
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link.symlink_to(target, target_is_directory=True)
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elif link.exists():
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VincieService._run(["rm", "-rf", str(link)])
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link.symlink_to(target, target_is_directory=True)
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else:
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link.symlink_to(target, target_is_directory=True)
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# ---------- repo/modelo ----------
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def ensure_repo(self) -> None:
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self.repo_dir.mkdir(parents=True, exist_ok=True)
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main_py = self.repo_dir / "main.py"
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git_dir = self.repo_dir / ".git"
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if main_py.exists() and git_dir.exists():
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return
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tmp = self.repo_dir.with_name(self.repo_dir.name + ".tmp")
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if tmp.exists():
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self._run(["rm", "-rf", str(tmp)])
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self._run(["git", "clone", self.repo_url, str(tmp)])
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# swap atômico simples
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if self.repo_dir.exists():
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self._run(["rm", "-rf", str(self.repo_dir)])
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tmp.rename(self.repo_dir)
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def ensure_model(self, revision: Optional[str] = None, token: Optional[str] = None) -> None:
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cache_dir = os.environ.get("HF_HUB_CACHE")
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snapshot_path = snapshot_download(
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repo_id=self.model_repo,
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revision=revision,
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token=token or os.getenv("HF_TOKEN") or os.getenv("HUGGINGFACE_TOKEN"),
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cache_dir=cache_dir,
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resume_download=True,
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)
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self.ckpt_dir = Path(snapshot_path)
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# symlinks idempotentes
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self._ensure_symlink(self.ckpt_link_repo, self.ckpt_dir)
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self._ensure_symlink(self.ckpt_link_app, self.ckpt_dir)
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def validate_assets(self) -> None:
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# exige generate.yaml/main.py e conteúdo essencial no snapshot
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if not self.generate_yaml.exists() or not (self.repo_dir / "main.py").exists():
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raise RuntimeError("VINCIE repo inválido (faltando generate.yaml ou main.py)")
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target = self.ckpt_dir or self.ckpt_link_repo
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need = [target / "dit.pth", target / "vae.pth", target / "llm14b"]
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missing = [str(p) for p in need if not p.exists()]
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if missing:
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raise RuntimeError(f"Snapshot incompleto: {missing}")
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# também requer que o link repo exista (a config usa ckpt/ relativo)
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if not self.ckpt_link_repo.exists():
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raise RuntimeError("ckpt link ausente no repo: ckpt/VINCIE-3B")
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# ---------- execução ----------
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def _build_overrides(
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| 121 |
self,
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| 126 |
steps: Optional[int] = None,
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| 127 |
) -> List[str]:
|
| 128 |
overrides = list(extra_overrides or [])
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| 129 |
+
# não altera ckpt.path; respeita o YAML
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| 130 |
if cfg_scale is not None:
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| 131 |
overrides.append(f"generation.cfg_scale={cfg_scale}")
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| 132 |
if resolution_input is not None:
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| 137 |
overrides.append(f"generation.steps={steps}")
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| 138 |
return overrides
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| 139 |
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| 140 |
def _clean_gpu_memory(self) -> None:
|
| 141 |
+
code = r"""
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|
|
| 142 |
import torch, gc
|
| 143 |
try:
|
| 144 |
torch.cuda.synchronize()
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|
|
|
| 151 |
except Exception:
|
| 152 |
pass
|
| 153 |
"""
|
| 154 |
+
self._run([self.python, "-c", code], env=self._env)
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|
| 155 |
|
| 156 |
# ---------- APIs ----------
|
| 157 |
|
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|
| 165 |
resolution_input: Optional[int] = None,
|
| 166 |
aspect_ratio_input: Optional[str] = None,
|
| 167 |
steps: Optional[int] = None,
|
| 168 |
+
) -> str:
|
| 169 |
+
self.ensure_repo()
|
| 170 |
+
self.ensure_model()
|
| 171 |
+
self.validate_assets()
|
| 172 |
+
|
| 173 |
+
out_dir = self.output_root / (out_dir_name or f"multi_turn_{Path(input_image).stem}")
|
| 174 |
+
out_dir.mkdir(parents=True, exist_ok=True)
|
| 175 |
+
|
| 176 |
image_json = json.dumps([str(input_image)])
|
| 177 |
prompts_json = json.dumps(turns)
|
| 178 |
+
|
| 179 |
base_overrides = [
|
| 180 |
f"generation.positive_prompt.image_path={image_json}",
|
| 181 |
f"generation.positive_prompt.prompts={prompts_json}",
|
| 182 |
]
|
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|
| 183 |
overrides = self._build_overrides(
|
| 184 |
extra_overrides=base_overrides,
|
| 185 |
cfg_scale=cfg_scale,
|
|
|
|
| 187 |
aspect_ratio_input=aspect_ratio_input,
|
| 188 |
steps=steps,
|
| 189 |
)
|
| 190 |
+
|
| 191 |
+
cmd = [
|
| 192 |
+
self.python,
|
| 193 |
+
"main.py",
|
| 194 |
+
str(self.generate_yaml),
|
| 195 |
+
*overrides,
|
| 196 |
+
f"generation.output.dir={str(out_dir)}",
|
| 197 |
+
]
|
| 198 |
+
self._run(cmd, cwd=self.repo_dir, env=self._env)
|
| 199 |
self._clean_gpu_memory()
|
| 200 |
+
return str(out_dir)
|
| 201 |
|
| 202 |
def multi_concept_compose(
|
| 203 |
self,
|
|
|
|
| 210 |
resolution_input: Optional[int] = None,
|
| 211 |
aspect_ratio_input: Optional[str] = None,
|
| 212 |
steps: Optional[int] = None,
|
| 213 |
+
) -> str:
|
| 214 |
+
self.ensure_repo()
|
| 215 |
+
self.ensure_model()
|
| 216 |
+
self.validate_assets()
|
| 217 |
+
|
| 218 |
out_dir = self.output_root / (out_dir_name or "multi_concept")
|
| 219 |
+
out_dir.mkdir(parents=True, exist_ok=True)
|
| 220 |
+
|
| 221 |
imgs_json = json.dumps([str(p) for p in concept_images])
|
| 222 |
prompts_all = concept_prompts + [final_prompt]
|
| 223 |
prompts_json = json.dumps(prompts_all)
|
| 224 |
+
|
| 225 |
base_overrides = [
|
| 226 |
f"generation.positive_prompt.image_path={imgs_json}",
|
| 227 |
f"generation.positive_prompt.prompts={prompts_json}",
|
|
|
|
| 234 |
aspect_ratio_input=aspect_ratio_input,
|
| 235 |
steps=steps,
|
| 236 |
)
|
|
|
|
|
|
|
|
|
|
| 237 |
|
| 238 |
+
cmd = [
|
| 239 |
+
self.python,
|
| 240 |
+
"main.py",
|
| 241 |
+
str(self.generate_yaml),
|
| 242 |
+
*overrides,
|
| 243 |
+
f"generation.output.dir={str(out_dir)}",
|
| 244 |
+
]
|
| 245 |
+
self._run(cmd, cwd=self.repo_dir, env=self._env)
|
| 246 |
+
self._clean_gpu_memory()
|
| 247 |
+
return str(out_dir)
|