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https://github.com/oobabooga/text-generation-webui.git
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Make FlexGen work with the newest API
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parent
48b83c9a70
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@ -16,9 +16,8 @@ transformers.logging.set_verbosity_error()
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local_rank = None
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if shared.args.flexgen:
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from flexgen.flex_opt import (CompressionConfig, Env, OptLM, Policy,
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TorchDevice, TorchDisk, TorchMixedDevice,
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get_opt_config)
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from flexgen.flex_opt import (CompressionConfig, ExecutionEnv, OptLM,
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Policy, str2bool)
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if shared.args.deepspeed:
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import deepspeed
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@ -48,10 +47,8 @@ def load_model(model_name):
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# FlexGen
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elif shared.args.flexgen:
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gpu = TorchDevice("cuda:0")
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cpu = TorchDevice("cpu")
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disk = TorchDisk(shared.args.disk_cache_dir)
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env = Env(gpu=gpu, cpu=cpu, disk=disk, mixed=TorchMixedDevice([gpu, cpu, disk]))
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# Initialize environment
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env = ExecutionEnv.create(shared.args.disk_cache_dir)
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# Offloading policy
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policy = Policy(1, 1,
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@ -69,9 +66,7 @@ def load_model(model_name):
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num_bits=4, group_size=64,
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group_dim=2, symmetric=False))
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opt_config = get_opt_config(f"facebook/{shared.model_name}")
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model = OptLM(opt_config, env, "models", policy)
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model.init_all_weights()
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model = OptLM(f"facebook/{shared.model_name}", env, "models", policy)
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# DeepSpeed ZeRO-3
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elif shared.args.deepspeed:
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