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Update app.py
Browse files
app.py
CHANGED
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@@ -14,18 +14,24 @@ import spaces
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HF_TOKEN = os.getenv("HF_TOKEN")
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MODEL_ID = "CohereForAI/c4ai-command-r-plus-08-2024"
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class ModelManager:
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def __init__(self):
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self.model = None
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self.tokenizer = None
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self.setup_model()
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-
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def setup_model(self):
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try:
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self.tokenizer = AutoTokenizer.from_pretrained(
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MODEL_ID,
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token=HF_TOKEN,
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trust_remote_code=True
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)
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self.model = AutoModelForCausalLM.from_pretrained(
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MODEL_ID,
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@@ -33,22 +39,11 @@ class ModelManager:
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torch_dtype=torch.float16,
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device_map="auto",
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trust_remote_code=True,
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low_cpu_mem_usage=True
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)
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except Exception as e:
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# Fallback to basic loading without device_map
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try:
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self.model = AutoModelForCausalLM.from_pretrained(
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MODEL_ID,
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token=HF_TOKEN,
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torch_dtype=torch.float16,
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trust_remote_code=True
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)
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except Exception as e:
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raise Exception(f"Model loading failed completely: {e}")
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class ChatHistory:
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def __init__(self):
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HF_TOKEN = os.getenv("HF_TOKEN")
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MODEL_ID = "CohereForAI/c4ai-command-r-plus-08-2024"
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os.environ["TRANSFORMERS_CACHE"] = "/persistent/transformers_cache"
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os.environ["TORCH_HOME"] = "/persistent/torch_cache"
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os.environ["HF_HOME"] = "/persistent/huggingface"
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class ModelManager:
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def __init__(self):
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self.cache_dir = "/persistent/model_cache"
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self.model = None
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self.tokenizer = None
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self.setup_model()
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+
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def setup_model(self):
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try:
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self.tokenizer = AutoTokenizer.from_pretrained(
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MODEL_ID,
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token=HF_TOKEN,
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trust_remote_code=True,
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cache_dir=self.cache_dir
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)
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self.model = AutoModelForCausalLM.from_pretrained(
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MODEL_ID,
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torch_dtype=torch.float16,
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device_map="auto",
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trust_remote_code=True,
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low_cpu_mem_usage=True,
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cache_dir=self.cache_dir
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)
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except Exception as e:
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raise Exception(f"Model loading failed: {e}")
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class ChatHistory:
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def __init__(self):
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