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https://github.com/Monadical-SAS/reflector.git
synced 2025-12-21 04:39:06 +00:00
keep models in cache and load from cache
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@@ -19,9 +19,8 @@ WHISPER_NUM_WORKERS: int = 1
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TRANSLATION_MODEL = "facebook/m2m100_418M"
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IMAGE_MODEL_DIR = "/root/transcription_models"
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volume = modal.NetworkFileSystem.persisted("reflector-transcribe-models")
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stub = Stub(name="reflector-transtest1")
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stub = Stub(name="reflector-transcriber")
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def download_whisper(cache_dir: str | None = None):
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@@ -52,6 +51,20 @@ def download_models():
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print(f"Model downloads complete.")
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def migrate_cache_llm():
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"""
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XXX The cache for model files in Transformers v4.22.0 has been updated.
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Migrating your old cache. This is a one-time only operation. You can
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interrupt this and resume the migration later on by calling
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`transformers.utils.move_cache()`.
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"""
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from transformers.utils.hub import move_cache
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print("Moving LLM cache")
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move_cache(cache_dir=IMAGE_MODEL_DIR, new_cache_dir=IMAGE_MODEL_DIR)
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print("LLM cache moved")
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whisper_image = (
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Image.debian_slim(python_version="3.10.8")
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.apt_install("git")
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@@ -65,6 +78,7 @@ whisper_image = (
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"huggingface_hub==0.16.4",
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)
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.run_function(download_models)
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.run_function(migrate_cache_llm)
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.env(
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{
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"LD_LIBRARY_PATH": (
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@@ -80,7 +94,6 @@ whisper_image = (
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gpu="A10G",
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container_idle_timeout=60,
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image=whisper_image,
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network_file_systems={IMAGE_MODEL_DIR: volume},
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)
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class Whisper:
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def __enter__(self):
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