Update synthetic.py
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1 changed files with 35 additions and 13 deletions
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@ -25,7 +25,8 @@ import requests
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import torch
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import gc
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import time
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from unsloth_zoo.vllm_utils import load_vllm
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from transformers import AutoConfig
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def check_vllm_status():
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try:
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@ -40,20 +41,41 @@ pass
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def async_load_vllm(
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model_name = "unsloth/Llama-3.1-8B-Instruct-unsloth-bnb-4bit",
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max_model_len = 10000,
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max_seq_length = 2048,
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gpu_memory_utilization = 0.85,
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float8_kv_cache = False,
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conservativeness = 1.0,
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token = None,
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):
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vllm_process = subprocess.Popen([
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'vllm', 'serve',
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str(model_name),
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'--trust-remote-code',
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'--dtype', 'half',
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'--max-model-len', str(max_model_len),
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'--enable-chunked-prefill', 'true',
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'--quantization', 'bitsandbytes',
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'--gpu-memory-utilization', str(gpu_memory_utilization),
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'--swap_space', '4',
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],
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config = AutoConfig.from_pretrained(
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model_name,
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token = token,
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)
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engine_args = load_vllm(
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model_name = model_name,
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config = config,
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gpu_memory_utilization = gpu_memory_utilization,
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max_seq_length = max_seq_length,
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disable_log_stats = True,
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float8_kv_cache = float8_kv_cache,
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conservativeness = conservativeness,
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return_args = True,
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enable_lora = False,
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)
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if "device" in engine_args: del engine_args["device"]
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if "model" in engine_args: del engine_args["model"]
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subprocess_commands = [
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"vllm", "serve", str(model_name),
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]
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for key, value in engine_args.items():
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flag = "--" + key.replace("_", "-")
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which = str(value).lower().replace("torch.", "")
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subprocess_commands += [flag, which,]
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pass
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vllm_process = subprocess.Popen(
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subprocess_commands,
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stdout = subprocess.PIPE,
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stderr = subprocess.PIPE,
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start_new_session = True,
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