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oobabooga 2023-01-21 00:25:34 -03:00 committed by GitHub
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6
README.md
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@ -140,11 +140,11 @@ Optionally, you can use the following command-line flags:
| `--auto-devices` | Automatically split the model across the available GPU(s) and CPU.|
| `--disk` | If the model is too large for your GPU(s) and CPU combined, send the remaining layers to the disk. |
| `--disk-cache-dir DISK_CACHE_DIR` | If you want to specify the drive or folder for offloading to disk, specify the **full path** of your folder here. (Unless you just want to rename your cache folder) |
| `--max-gpu-memory MAX_GPU_MEMORY` | Maximum memory in GiB to allocate to the GPU when loading the model. This is useful if you get out of memory errors while trying to generate text. Must be an integer number. |
| `--max-cpu-mem MAX_CPU_MEMORY` | Maximum memory in GiB to allocate to the CPU when offloading the model to ram. This parameter defaults to 99GiB. |
| `--gpu-memory GPU_MEMORY` | Maximum memory in GiB to allocate to the GPU when loading the model. This is useful if you get out of memory errors while trying to generate text. Must be an integer number. |
| `--max-cpu-mem MAX_CPU_MEMORY` | Maximum memory in GiB to allocate to the CPU when offloading the model to RAM. This parameter defaults to 99GiB. |
| `--no-stream` | Don't stream the text output in real time. This slightly improves the text generation performance.|
| `--settings SETTINGS_FILE` | Load the default interface settings from this json file. See `settings-template.json` for an example.|
| `--no-listen` | Make the web UI unreachable from your local network.|
| `--listen` | Make the web UI reachable from your local network.|
| `--share` | Create a public URL. This is useful for running the web UI on Google Colab or similar. |
Out of memory errors? [Check this guide](https://github.com/oobabooga/text-generation-webui/wiki/Low-VRAM-guide).

22
server.py
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@ -26,10 +26,10 @@ parser.add_argument('--cpu', action='store_true', help='Use the CPU to generate
parser.add_argument('--load-in-8bit', action='store_true', help='Load the model with 8-bit precision.')
parser.add_argument('--auto-devices', action='store_true', help='Automatically split the model across the available GPU(s) and CPU.')
parser.add_argument('--disk', action='store_true', help='If the model is too large for your GPU(s) and CPU combined, send the remaining layers to the disk.')
parser.add_argument('--max-gpu-memory', type=int, help='Maximum memory in GiB to allocate to the GPU when loading the model. This is useful if you get out of memory errors while trying to generate text. Must be an integer number.')
parser.add_argument('--gpu-memory', type=int, help='Maximum memory in GiB to allocate to the GPU when loading the model. This is useful if you get out of memory errors while trying to generate text. Must be an integer number.')
parser.add_argument('--no-stream', action='store_true', help='Don\'t stream the text output in real time. This slightly improves the text generation performance.')
parser.add_argument('--settings', type=str, help='Load the default interface settings from this json file. See settings-template.json for an example.')
parser.add_argument('--no-listen', action='store_true', help='Make the web UI unreachable from your local network.')
parser.add_argument('--listen', action='store_true', help='Make the web UI reachable from your local network.')
parser.add_argument('--share', action='store_true', help='Create a public URL. This is useful for running the web UI on Google Colab or similar.')
parser.add_argument('--max-cpu-mem', type=int, help='Maximum cpu memory in GiB to allocate to the memory for offloading.')
parser.add_argument('--disk-cache-dir', type=str, help='Directory which you want the disk cache to load to.')
@ -73,7 +73,7 @@ def load_model(model_name):
t0 = time.time()
# Default settings
if not (args.cpu or args.load_in_8bit or args.auto_devices or args.disk or args.max_gpu_memory is not None):
if not (args.cpu or args.load_in_8bit or args.auto_devices or args.disk or args.gpu_memory is not None):
if Path(f"torch-dumps/{model_name}.pt").exists():
print("Loading in .pt format...")
model = torch.load(Path(f"torch-dumps/{model_name}.pt"))
@ -91,11 +91,11 @@ def load_model(model_name):
settings.append("torch_dtype=torch.float32")
else:
settings.append("device_map='auto'")
if args.max_gpu_memory is not None:
if args.gpu_memory is not None:
if args.max_cpu_mem is not None:
settings.append(f"max_memory={{0: '{args.max_gpu_memory}GiB', 'cpu': '{args.max_cpu_mem}GiB'}}")
settings.append(f"max_memory={{0: '{args.gpu_memory}GiB', 'cpu': '{args.max_cpu_mem}GiB'}}")
else:
settings.append(f"max_memory={{0: '{args.max_gpu_memory}GiB', 'cpu': '99GiB'}}")
settings.append(f"max_memory={{0: '{args.gpu_memory}GiB', 'cpu': '99GiB'}}")
if args.disk:
if args.disk_cache_dir is not None:
settings.append("offload_folder='"+args.disk_cache_dir+"'")
@ -168,8 +168,7 @@ def generate_reply(question, tokens, inference_settings, selected_model, eos_tok
if selected_model != model_name:
model_name = selected_model
model = None
tokenizer = None
model = tokenizer = None
if not args.cpu:
gc.collect()
torch.cuda.empty_cache()
@ -426,7 +425,6 @@ if args.chat or args.cai_chat:
else:
upload.upload(lambda : history, [], [display1])
elif args.notebook:
with gr.Blocks(css=css, analytics_enabled=False) as interface:
gr.Markdown(description)
@ -479,7 +477,7 @@ else:
stop.click(None, None, None, cancels=[gen_event, gen_event2, cont_event])
interface.queue()
if args.no_listen:
interface.launch(share=args.share)
else:
if args.listen:
interface.launch(share=args.share, server_name="0.0.0.0")
else:
interface.launch(share=args.share)