Removed wake code and added min_containers with a default of zero so no containers are kept active by default
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@@ -3,17 +3,20 @@ from pathlib import PurePosixPath
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# Setup - define our infrastructure with code!
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app = modal.App("pricer-service")
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secrets = [modal.Secret.from_name("huggingface-secret")]
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image = modal.Image.debian_slim().pip_install(
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"huggingface", "torch", "transformers", "bitsandbytes",
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"accelerate", "peft", "huggingface_hub[hf_transfer]"
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).env({"HF_HUB_ENABLE_HF_TRANSFER": "1"})
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# This is where we cache model files to avoid redownloading each time a container is started
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hf_cache_vol = modal.Volume.from_name("hf-cache", create_if_missing=True)
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secrets = [modal.Secret.from_name("huggingface-secret")]
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# Constants
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GPU = "T4"
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# Keep N containers active to avoid cold starts
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MIN_CONTAINERS = 0
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BASE_MODEL = "meta-llama/Meta-Llama-3.1-8B"
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PROJECT_NAME = "pricer"
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HF_USER = "ed-donner" # your HF name here! Or use mine if you just want to reproduce my results.
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@@ -22,7 +25,7 @@ PROJECT_RUN_NAME = f"{PROJECT_NAME}-{RUN_NAME}"
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REVISION = "e8d637df551603dc86cd7a1598a8f44af4d7ae36"
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FINETUNED_MODEL = f"{HF_USER}/{PROJECT_RUN_NAME}"
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# Define cache locations - this will map to the volume created
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# Mount for cache location
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MODEL_DIR = PurePosixPath("/models")
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BASE_DIR = MODEL_DIR / BASE_MODEL
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FINETUNED_DIR = MODEL_DIR / FINETUNED_MODEL
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@@ -30,7 +33,7 @@ FINETUNED_DIR = MODEL_DIR / FINETUNED_MODEL
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QUESTION = "How much does this cost to the nearest dollar?"
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PREFIX = "Price is $"
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@app.cls(image=image, secrets=secrets, gpu=GPU, timeout=1800, volumes={MODEL_DIR: hf_cache_vol})
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@app.cls(image=image, secrets=secrets, gpu=GPU, timeout=1800, min_containers=MIN_CONTAINERS, volumes={MODEL_DIR: hf_cache_vol})
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class Pricer:
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@modal.enter()
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def setup(self):
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@@ -81,13 +84,3 @@ class Pricer:
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match = re.search(r"[-+]?\d*\.\d+|\d+", contents)
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return float(match.group()) if match else 0
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@modal.method()
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def wake_up(self) -> str:
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return "ok"
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## Keep Pricer warm so it's faster to respond to requests
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@app.function(schedule=modal.Period(seconds=50))
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def pricer_wake_up() -> str:
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Pricer = modal.Cls.from_name("pricer-service", "Pricer")
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return Pricer().wake_up.remote()
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