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Add/update the quantized ONNX model files and README.md for Transformers.js v3

Browse files

## Applied Quantizations

### βœ… Based on `decoder_model.onnx` *with* slimming

↳ βœ… `fp16`: `decoder_model_fp16.onnx` (added)
↳ βœ… `int8`: `decoder_model_int8.onnx` (added)
↳ βœ… `uint8`: `decoder_model_uint8.onnx` (added)
↳ βœ… `q4`: `decoder_model_q4.onnx` (added)
↳ βœ… `q4f16`: `decoder_model_q4f16.onnx` (added)
↳ βœ… `bnb4`: `decoder_model_bnb4.onnx` (added)

### βœ… Based on `decoder_model.onnx` *with* slimming

↳ βœ… `fp16`: `decoder_model_fp16.onnx` (added)
↳ βœ… `int8`: `decoder_model_int8.onnx` (added)
↳ βœ… `uint8`: `decoder_model_uint8.onnx` (added)
↳ βœ… `q4`: `decoder_model_q4.onnx` (added)
↳ βœ… `q4f16`: `decoder_model_q4f16.onnx` (added)
↳ βœ… `bnb4`: `decoder_model_bnb4.onnx` (added)

### βœ… Based on `encoder_model.onnx` *with* slimming

↳ βœ… `int8`: `encoder_model_int8.onnx` (added)
↳ βœ… `uint8`: `encoder_model_uint8.onnx` (added)
↳ βœ… `q4`: `encoder_model_q4.onnx` (added)
↳ βœ… `q4f16`: `encoder_model_q4f16.onnx` (added)
↳ βœ… `bnb4`: `encoder_model_bnb4.onnx` (added)

### βœ… Based on `encoder_model.onnx` *with* slimming

↳ βœ… `int8`: `encoder_model_int8.onnx` (added)
↳ βœ… `uint8`: `encoder_model_uint8.onnx` (added)
↳ βœ… `q4`: `encoder_model_q4.onnx` (added)
↳ βœ… `q4f16`: `encoder_model_q4f16.onnx` (added)
↳ βœ… `bnb4`: `encoder_model_bnb4.onnx` (added)

### βœ… Based on `decoder_with_past_model.onnx` *with* slimming

↳ βœ… `fp16`: `decoder_with_past_model_fp16.onnx` (added)
↳ βœ… `int8`: `decoder_with_past_model_int8.onnx` (added)
↳ βœ… `uint8`: `decoder_with_past_model_uint8.onnx` (added)
↳ βœ… `q4`: `decoder_with_past_model_q4.onnx` (added)
↳ βœ… `q4f16`: `decoder_with_past_model_q4f16.onnx` (added)
↳ βœ… `bnb4`: `decoder_with_past_model_bnb4.onnx` (added)

### βœ… Based on `decoder_with_past_model.onnx` *with* slimming

↳ βœ… `fp16`: `decoder_with_past_model_fp16.onnx` (added)
↳ βœ… `int8`: `decoder_with_past_model_int8.onnx` (added)
↳ βœ… `uint8`: `decoder_with_past_model_uint8.onnx` (added)
↳ βœ… `q4`: `decoder_with_past_model_q4.onnx` (added)
↳ βœ… `q4f16`: `decoder_with_past_model_q4f16.onnx` (added)
↳ βœ… `bnb4`: `decoder_with_past_model_bnb4.onnx` (added)

### ❌ Based on `decoder_model_merged.onnx` *with* slimming

```
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Processing /tmp/tmpr73din3t/decoder_model_merged.onnx: 0%| | 0/1 [00:00<?, ?it/s]

0%| | 0/6 [00:00<?, ?it/s]

- Quantizing to fp16: 0%| | 0/6 [00:00<?, ?it/s]/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 9.242986237500972e-11 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -4.127436448175814e-10 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:85: UserWarning: the float32 number -3.4028234663852886e+38 will be truncated to -10000.0
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 2.1058752963654115e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -2.0381534238111954e-09 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -7.008790881002369e-09 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 5.054268115145533e-09 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 6.466385826797705e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 4.2881794115601224e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 2.0065979100536424e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -1.7702147303566562e-08 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -6.36319796853968e-08 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 4.328638336659196e-09 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -4.497692529525921e-08 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -4.340972736827098e-08 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -2.982039859489305e-08 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 7.044154415325465e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -3.226838884984318e-08 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -9.278277701696425e-08 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -8.911247739717965e-09 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 3.002474002755662e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -1.612571587372713e-08 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 1.1502485186554168e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 6.7473493459147e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 4.7960025284510266e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 8.238187909626049e-09 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -2.291860590197814e-10 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 5.350843679252648e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -1.4842699513906155e-08 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 3.541604343126892e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 6.734457969059804e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -5.856452034436188e-08 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 6.742855163111017e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -5.397307045740263e-09 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 5.4504045721159855e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -4.470540204692952e-08 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -1.1383344045157173e-08 will be truncated to -1e-07
warnings.warn(

- Quantizing to fp16: 0%| | 0/6 [00:04<?, ?it/s]

Processing /tmp/tmpr73din3t/decoder_model_merged.onnx: 0%| | 0/1 [00:04<?, ?it/s]
Traceback (most recent call last):
File "<frozen runpy>", line 198, in _run_module_as_main
File "<frozen runpy>", line 88, in _run_code
File "/home/ubuntu/src/tjsmigration/transformers.js/scripts/quantize.py", line 377, in <module>
main()
File "/home/ubuntu/src/tjsmigration/transformers.js/scripts/quantize.py", line 374, in main
quantize(input_folder, output_folder, quantization_args)
File "/home/ubuntu/src/tjsmigration/transformers.js/scripts/quantize.py", line 309, in quantize
quantize_fp16(
File "/home/ubuntu/src/tjsmigration/transformers.js/scripts/quantize.py", line 223, in quantize_fp16
check_and_save_model(model_fp16, save_path)
File "/home/ubuntu/src/tjsmigration/transformers.js/scripts/utils.py", line 29, in check_and_save_model
strict_check_model(model)
File "/home/ubuntu/src/tjsmigration/transformers.js/scripts/utils.py", line 21, in strict_check_model
raise e
File "/home/ubuntu/src/tjsmigration/transformers.js/scripts/utils.py", line 16, in strict_check_model
onnx.checker.check_model(model_or_path, full_check=True)
File "/home/ubuntu/.cache/uv/archive-v0/7hYcxZ8pwavXeKpAYRaHY/lib/python3.12/site-packages/onnx/checker.py", line 179, in check_model
C.check_model(
onnx.onnx_cpp2py_export.shape_

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