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[doc] improve readability (#18675)

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Signed-off-by: reidliu41 <reid201711@gmail.com>
Co-authored-by: reidliu41 <reid201711@gmail.com>
This commit is contained in:
Reid
2025-05-25 16:40:31 +08:00
committed by GitHub
parent 624b77a2b3
commit 279f854519
20 changed files with 206 additions and 59 deletions
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11
docs/features/quantization/torchao.md
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@@ -7,7 +7,9 @@ We recommend installing the latest torchao nightly with
```console
# Install the latest TorchAO nightly build
# Choose the CUDA version that matches your system (cu126, cu128, etc.)
pip install --pre torchao>=10.0.0 --index-url https://download.pytorch.org/whl/nightly/cu126
pip install \
--pre torchao>=10.0.0 \
--index-url https://download.pytorch.org/whl/nightly/cu126
```
## Quantizing HuggingFace Models
@@ -20,7 +22,12 @@ from torchao.quantization import Int8WeightOnlyConfig
model_name = "meta-llama/Meta-Llama-3-8B"
quantization_config = TorchAoConfig(Int8WeightOnlyConfig())
quantized_model = AutoModelForCausalLM.from_pretrained(model_name, torch_dtype="auto", device_map="auto", quantization_config=quantization_config)
quantized_model = AutoModelForCausalLM.from_pretrained(
model_name,
torch_dtype="auto",
device_map="auto",
quantization_config=quantization_config
)
tokenizer = AutoTokenizer.from_pretrained(model_name)
input_text = "What are we having for dinner?"
input_ids = tokenizer(input_text, return_tensors="pt").to("cuda")