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@ -4,6 +4,7 @@ NO_VRAM = 1 |
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LOW_VRAM = 2 |
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LOW_VRAM = 2 |
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NORMAL_VRAM = 3 |
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NORMAL_VRAM = 3 |
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HIGH_VRAM = 4 |
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HIGH_VRAM = 4 |
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MPS = 4 |
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accelerate_enabled = False |
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accelerate_enabled = False |
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vram_state = NORMAL_VRAM |
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vram_state = NORMAL_VRAM |
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@ -61,7 +62,8 @@ if "--novram" in sys.argv: |
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set_vram_to = NO_VRAM |
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set_vram_to = NO_VRAM |
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if "--highvram" in sys.argv: |
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if "--highvram" in sys.argv: |
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vram_state = HIGH_VRAM |
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vram_state = HIGH_VRAM |
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if torch.backends.mps.is_available(): |
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vram_state = MPS |
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if set_vram_to == LOW_VRAM or set_vram_to == NO_VRAM: |
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if set_vram_to == LOW_VRAM or set_vram_to == NO_VRAM: |
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try: |
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try: |
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@ -79,7 +81,7 @@ if set_vram_to == LOW_VRAM or set_vram_to == NO_VRAM: |
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if "--cpu" in sys.argv: |
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if "--cpu" in sys.argv: |
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vram_state = CPU |
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vram_state = CPU |
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print("Set vram state to:", ["CPU", "NO VRAM", "LOW VRAM", "NORMAL VRAM", "HIGH VRAM"][vram_state]) |
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print("Set vram state to:", ["CPU", "NO VRAM", "LOW VRAM", "NORMAL VRAM", "HIGH VRAM", "MPS"][vram_state]) |
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current_loaded_model = None |
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current_loaded_model = None |
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@ -128,6 +130,12 @@ def load_model_gpu(model): |
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current_loaded_model = model |
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current_loaded_model = model |
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if vram_state == CPU: |
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if vram_state == CPU: |
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pass |
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pass |
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elif vram_state == MPS: |
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# print(inspect.getmro(real_model.__class__)) |
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# print(dir(real_model)) |
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mps_device = torch.device("mps") |
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real_model.to(mps_device) |
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pass |
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elif vram_state == NORMAL_VRAM or vram_state == HIGH_VRAM: |
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elif vram_state == NORMAL_VRAM or vram_state == HIGH_VRAM: |
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model_accelerated = False |
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model_accelerated = False |
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real_model.cuda() |
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real_model.cuda() |
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@ -146,6 +154,9 @@ def load_controlnet_gpu(models): |
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global vram_state |
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global vram_state |
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if vram_state == CPU: |
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if vram_state == CPU: |
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return |
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return |
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if vram_state == MPS: |
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return |
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if vram_state == LOW_VRAM or vram_state == NO_VRAM: |
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if vram_state == LOW_VRAM or vram_state == NO_VRAM: |
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#don't load controlnets like this if low vram because they will be loaded right before running and unloaded right after |
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#don't load controlnets like this if low vram because they will be loaded right before running and unloaded right after |
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@ -173,6 +184,8 @@ def unload_if_low_vram(model): |
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return model |
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return model |
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def get_torch_device(): |
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def get_torch_device(): |
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if vram_state == MPS: |
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return torch.device("mps") |
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if vram_state == CPU: |
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if vram_state == CPU: |
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return torch.device("cpu") |
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return torch.device("cpu") |
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else: |
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else: |
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@ -195,7 +208,7 @@ def get_free_memory(dev=None, torch_free_too=False): |
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if dev is None: |
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if dev is None: |
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dev = get_torch_device() |
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dev = get_torch_device() |
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if hasattr(dev, 'type') and dev.type == 'cpu': |
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if hasattr(dev, 'type') and (dev.type == 'cpu' or dev.type == 'mps'): |
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mem_free_total = psutil.virtual_memory().available |
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mem_free_total = psutil.virtual_memory().available |
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mem_free_torch = mem_free_total |
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mem_free_torch = mem_free_total |
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else: |
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else: |
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@ -224,8 +237,12 @@ def cpu_mode(): |
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global vram_state |
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global vram_state |
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return vram_state == CPU |
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return vram_state == CPU |
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def mps_mode(): |
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global vram_state |
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return vram_state == MPS |
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def should_use_fp16(): |
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def should_use_fp16(): |
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if cpu_mode(): |
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if cpu_mode() or mps_mode(): |
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return False #TODO ? |
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return False #TODO ? |
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if torch.cuda.is_bf16_supported(): |
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if torch.cuda.is_bf16_supported(): |
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