sync: matter cache + breaker, runtime threading lock
Browse files- matter/impact.py +67 -26
- transformers_runtime.py +33 -18
matter/impact.py
CHANGED
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@@ -31,9 +31,41 @@ from typing import Any
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from matter.passport import Environmental, Passport, Value
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CLIMATIQ_BASE_URL = "https://api.climatiq.io"
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CLIMATIQ_API_KEY_ENV = "CLIMATIQ_API_KEY"
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CLIMATIQ_TIMEOUT_S =
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@dataclass(frozen=True)
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@@ -141,26 +173,40 @@ def estimate_climatiq(
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query = _CLIMATIQ_QUERIES.get((head_name, identity_class, next_best_action))
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if query is None:
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return None
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try:
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# Lazy import — httpx is in the package deps but optional at module load
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import httpx
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with httpx.Client(timeout=timeout) as client:
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if
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# 2. Estimate emissions for our weight
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estimate = client.post(
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@@ -169,29 +215,24 @@ def estimate_climatiq(
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"emission_factor": {"activity_id": activity_id, "data_version": data_version},
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"parameters": {"weight": weight_kg, "weight_unit": "kg"},
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},
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headers=
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)
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if estimate.status_code != 200:
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return None
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payload: dict[str, Any] = estimate.json() or {}
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co2e_kg = payload.get("co2e")
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if not isinstance(co2e_kg, (int, float)):
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return None
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-
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# convention is *kg avoided vs. BAU landfill*. We sign-flip: a
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# recycling factor of, say, +0.8 kg CO2e/kg becomes -0.8 in our
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# terms (recycling itself emits, but it AVOIDS landfill emissions
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# which are separately measured). The static table already encodes
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# the avoided-vs-BAU framing; the Climatiq path here surfaces the
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# raw emissions of the routing — caller should treat as a positive
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# footprint number, not a savings.
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basis = (
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f"climatiq:{activity_id} (data_version {data_version}) "
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f"× {weight_kg:.3f} kg via search '{query}'"
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)
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return float(co2e_kg), basis
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except Exception:
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return None
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from matter.passport import Environmental, Passport, Value
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import threading
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CLIMATIQ_BASE_URL = "https://api.climatiq.io"
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CLIMATIQ_API_KEY_ENV = "CLIMATIQ_API_KEY"
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CLIMATIQ_TIMEOUT_S = 3.0 # tight — caller wants fast inference, not perfect data
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CLIMATIQ_BREAKER_THRESHOLD = 3 # consecutive failures before we stop trying
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# Cache: free-text query → (activity_id, data_version). Populated on the first
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# successful /search; subsequent calls for the same query skip /search entirely.
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_climatiq_cache: dict[str, tuple[str, str]] = {}
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_climatiq_cache_lock = threading.Lock()
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# Per-process circuit breaker. If three consecutive Climatiq calls fail,
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# stop trying for the rest of this process's lifetime — fall back to static.
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# Reset to closed on any successful call.
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_climatiq_breaker = {"failures": 0, "tripped": False}
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_climatiq_breaker_lock = threading.Lock()
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def _breaker_record_failure() -> None:
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with _climatiq_breaker_lock:
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_climatiq_breaker["failures"] += 1
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if _climatiq_breaker["failures"] >= CLIMATIQ_BREAKER_THRESHOLD:
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_climatiq_breaker["tripped"] = True
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def _breaker_record_success() -> None:
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with _climatiq_breaker_lock:
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_climatiq_breaker["failures"] = 0
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_climatiq_breaker["tripped"] = False
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def _breaker_open() -> bool:
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with _climatiq_breaker_lock:
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return _climatiq_breaker["tripped"]
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@dataclass(frozen=True)
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query = _CLIMATIQ_QUERIES.get((head_name, identity_class, next_best_action))
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if query is None:
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return None
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if _breaker_open():
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# Circuit breaker tripped — don't waste time/budget on more API calls.
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return None
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try:
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# Lazy import — httpx is in the package deps but optional at module load
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import httpx
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with httpx.Client(timeout=timeout) as client:
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headers = {"Authorization": f"Bearer {api_key}"}
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# 1. Resolve activity_id — check in-process cache first, hit /search
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# only on miss.
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with _climatiq_cache_lock:
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cached = _climatiq_cache.get(query)
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if cached is not None:
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activity_id, data_version = cached
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else:
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search = client.get(
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f"{CLIMATIQ_BASE_URL}/data/v1/search",
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params={"query": query, "results_per_page": 1},
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headers=headers,
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)
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if search.status_code != 200:
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_breaker_record_failure()
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return None
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results = (search.json() or {}).get("results") or []
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if not results:
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return None
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top = results[0]
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activity_id = top.get("activity_id")
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data_version = top.get("data_version", "^21")
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if not activity_id:
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return None
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with _climatiq_cache_lock:
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_climatiq_cache[query] = (activity_id, data_version)
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# 2. Estimate emissions for our weight
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estimate = client.post(
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"emission_factor": {"activity_id": activity_id, "data_version": data_version},
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"parameters": {"weight": weight_kg, "weight_unit": "kg"},
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},
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headers=headers,
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)
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if estimate.status_code != 200:
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_breaker_record_failure()
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return None
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payload: dict[str, Any] = estimate.json() or {}
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co2e_kg = payload.get("co2e")
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if not isinstance(co2e_kg, (int, float)):
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return None
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_breaker_record_success()
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basis = (
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f"climatiq:{activity_id} (data_version {data_version}) "
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f"× {weight_kg:.3f} kg via search '{query}'"
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)
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return float(co2e_kg), basis
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except Exception:
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_breaker_record_failure()
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return None
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transformers_runtime.py
CHANGED
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@@ -11,6 +11,7 @@ the MATTER_MODEL_ID Space secret.
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from __future__ import annotations
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import os
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from pathlib import Path
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from typing import Literal
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@@ -53,28 +54,42 @@ class TransformersRuntime:
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self.max_new_tokens = max_new_tokens
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self._model = None
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self._processor = None
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def _ensure_loaded(self) -> None:
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if self._model is not None:
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return
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def infer(self, prompt: str, image: Path | None) -> str:
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return self._infer_gpu(prompt, str(image) if image is not None else None)
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from __future__ import annotations
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import os
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import threading
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from pathlib import Path
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from typing import Literal
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self.max_new_tokens = max_new_tokens
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self._model = None
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self._processor = None
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# Guards _ensure_loaded against concurrent first-call races. Two users
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# hitting a cold Space simultaneously could both enter `from_pretrained`
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# without this lock and double-allocate, OOM'ing CUDA.
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self._load_lock = threading.Lock()
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def _ensure_loaded(self) -> None:
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# Fast path: already loaded, no lock needed.
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if self._model is not None:
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return
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with self._load_lock:
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# Double-checked locking: another thread may have completed the
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# load while we were waiting for the lock.
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if self._model is not None:
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return
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from transformers import AutoModelForImageTextToText, AutoProcessor
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dtype = torch.bfloat16 if torch.cuda.is_available() else torch.float32
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device = "cuda" if torch.cuda.is_available() else "cpu"
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processor = AutoProcessor.from_pretrained(self.model_id)
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model = AutoModelForImageTextToText.from_pretrained(
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self.model_id,
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torch_dtype=dtype,
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device_map=device,
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)
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if self.lora_id:
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try:
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from peft import PeftModel
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model = PeftModel.from_pretrained(model, self.lora_id)
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except Exception as e:
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print(f"[TransformersRuntime] LoRA load failed ({self.lora_id}): {e}")
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model.eval()
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# Publish atomically — readers without the lock should never see a
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# half-initialized state.
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self._processor = processor
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self._model = model
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def infer(self, prompt: str, image: Path | None) -> str:
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return self._infer_gpu(prompt, str(image) if image is not None else None)
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