whitphx commited on
Commit
a3d1a23
Β·
verified Β·
1 Parent(s): 7385e4e

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

```
0%| | 0/1 [00:00<?, ?it/s]
Processing /tmp/tmpx29f5_m5/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 4.683236576319416e-10 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -7.709302640712679e-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 9.385142618612008e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 2.414573785358698e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 6.4485297102123695e-09 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 2.0010107348866768e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -9.892015384593833e-08 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -6.757999670981008e-08 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -9.965410896484173e-08 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -4.9395506351856966e-08 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 6.360841098285164e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -3.640653289949114e-08 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -3.7818807641087915e-08 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -6.163693910821166e-08 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 5.05778778858712e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -5.231956734519372e-08 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -7.25876603269171e-09 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 3.3678080768595464e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 7.287073344741657e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 6.55449099440375e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -4.514754348150518e-09 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 3.7254960005839166e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 8.90448887957973e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 8.707760912329832e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -5.9007810193634214e-08 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 6.334104085681247e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -4.783665907837076e-09 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 1.0710287767778937e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 1.7735256818696143e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -6.158217047413928e-08 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 1.9515111304713173e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 1.9884945245962626e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 7.012000224904114e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -9.417659896371333e-08 will be truncated to -1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:73: UserWarning: the float32 number 1.4354761823653917e-08 will be truncated to 1e-07
warnings.warn(
/home/ubuntu/src/tjsmigration/transformers.js/scripts/float16.py:92: UserWarning: the float32 number -7.080909369960864e-08 will be truncated to -1e-07
warnings.warn(

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

Processing /tmp/tmpx29f5_m5/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_inf

onnx/decoder_model_bnb4.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:822fa2b32fd133a7aff36117c236941fde40deb877be46923710f7be01d509b1
3
+ size 136632794
onnx/decoder_model_fp16.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e581b66ecf51b31c336981ce07ca1f738a48a53807fa3172b08c953c4394f70f
3
+ size 111697718
onnx/decoder_model_int8.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c2c840c992e29148440adb43ee22ea30525597f8c9002c971d7102aa1158c4aa
3
+ size 177092426
onnx/decoder_model_merged_bnb4.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e31156cf3d0b801be6f27b7bf5b61ef334702802ee7118e9dd3595f3352d623f
3
+ size 136890483
onnx/decoder_model_merged_fp16.onnx CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:45ea13830eed7f4f05fcf163a62d871c913c20902f307517fbac2db2a4d36882
3
- size 112120181
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d6639820191126e57923fadf280c7d0f93abfd27bf8afc542c16cf6725667e26
3
+ size 112125775
onnx/decoder_model_merged_int8.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:096b9eacc3896c40e0c5ea683b2265b22360cc52aa495ff63a13e021c0e1a05e
3
+ size 56880381
onnx/decoder_model_merged_q4.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:dab42976afbd03b03984545029987d779c558a9f3fc3c5049e3ade5204a6d792
3
+ size 138462435
onnx/decoder_model_merged_q4f16.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:aa776f70feaf5747517b868704f964005bbc3862a8e44fd667d0b2c1a734e8e8
3
+ size 75957326
onnx/decoder_model_merged_uint8.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e40760894c17ab61d345e8f1d3e4bf174ca72d71ecb9a3b0216e2bf7a827e76b
3
+ size 56880403
onnx/decoder_model_q4.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:6adcb85e999aacc52cffebd1fde343ce2de2d886e707eb74617c933e0b892de1
3
+ size 138205178
onnx/decoder_model_q4f16.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:19d0826f3a2dc6722fc69c257886de373850e1876b7fdee24623dd9b7559ab9c
3
+ size 75530793
onnx/decoder_model_uint8.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9362dd139e352ba089e3a7676317ef9e8ebeb092c9ddc5503dc3e76c01e698e1
3
+ size 177092448
onnx/decoder_with_past_model_bnb4.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9765ddb46720f05850ee9a45ab6ef1fa32d7720966665df58b07a323c740a0cb
3
+ size 134770290
onnx/decoder_with_past_model_fp16.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4fdfaba4e90938a62f0b85cb4ddc53bdc6d759909e67a27a0f5ce60bf4cdf7db
3
+ size 105332090
onnx/decoder_with_past_model_int8.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:53e1007d6e0b7f76ed9ee729ec749bd663ad75ea74f126c269e7f2b890e90156
3
+ size 173843633
onnx/decoder_with_past_model_q4.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:07ca0a03896dc226c38b3eb14aad5fd3eb38c7ba16e59ef61410fda510259f4f
3
+ size 136146162
onnx/decoder_with_past_model_q4f16.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c17f021ce1da40a554eea4fde26358eb361c4f71e23fba5e27dd04a192a4c6d3
3
+ size 73685361
onnx/decoder_with_past_model_uint8.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:66241340e827a451ff84d3e52ce99a33e50b3136f82d0b6bc5c80e6c5df8eb17
3
+ size 173843650
onnx/encoder_model_bnb4.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:bdc62d2e6b5dc2dd4567ba0dedc2cee982a745ff054ed2466a78afbec301e27a
3
+ size 132632509
onnx/encoder_model_int8.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:307423d2eb85005f6bf48a33be2c7b6278624590a3a9bc616bf938c04e1988e7
3
+ size 49618200
onnx/encoder_model_q4.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:13dc408cb201889b599e1b017bf685565a101b1df88fec85b4385939c1c8105d
3
+ size 133811869
onnx/encoder_model_q4f16.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ba41d30d32c5ec7ee4c7860d05b359c3094dfcf8721f262340299e1c72cfadeb
3
+ size 71684129
onnx/encoder_model_uint8.onnx ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:854d9273cda70432e42ddc163b1455ce7df04b9f5595a901cfb3d6264f33727e
3
+ size 49618217