Hugging Face's logo

qualcomm
/
DETR-ResNet50

Object Detection
PyTorch
LiteRT
android
Model card Files
xet
Community
1
qaihm-bot commited on
Commit
008cd97
·
verified ·
1 Parent(s): ba28e55

v0.36.0

Browse files

See https://github.com/quic/ai-hub-models/releases/v0.36.0 for changelog.

Files changed (8) hide show
  1. DETR-ResNet50.dlc +2 -2
  2. DETR-ResNet50.onnx.zip +1 -1
  3. DETR-ResNet50.tflite +2 -2
  4. README.md +29 -29
  5. precompiled/qualcomm-snapdragon-x-elite/DETR-ResNet50.bin +2 -2
  6. precompiled/qualcomm-snapdragon-x-elite/DETR-ResNet50.onnx.zip +2 -2
  7. precompiled/qualcomm-snapdragon-x-elite/sdk_versions.yml +1 -1
  8. sdk_versions.yml +3 -3
DETR-ResNet50.dlc CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:7b25fd2e5449628bcf5c23fc831a224e1b300849043dca1b5c589ff7fc4bf389
3
- size 166216029
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7eb2322e28f83d47257ac58cd49c324e3a24f4512d032ee950b1a4777e3da147
3
+ size 166165524
DETR-ResNet50.onnx.zip CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:ec2b725b65e6d55519fd564ee7e71a1a6db50f5114729dee4e3c5a86747fc41e
3
  size 153787417
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b710e92de648458d0bc22c5f86f9d30de604a2fcb9164ab3e648672418c254dc
3
  size 153787417
DETR-ResNet50.tflite CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:6e9972d5ad41861625d80842f109c95f559d5778b32cd2139abedf40efa392f2
3
- size 165657068
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:6d88e3bc7981cf9bc73b8ff4f600f98d70ae3c18f2fea4d2b502da9b3928ca48
3
+ size 165658476
README.md CHANGED
@@ -35,35 +35,35 @@ More details on model performance across various devices, can be found
35
 
36
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
- | DETR-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 91.504 ms | 0 - 217 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
39
- | DETR-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 87.646 ms | 3 - 174 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
40
- | DETR-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 28.225 ms | 0 - 175 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
41
- | DETR-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 35.979 ms | 5 - 104 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
42
- | DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 20.156 ms | 0 - 45 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
43
- | DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 18.764 ms | 5 - 41 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
44
- | DETR-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 29.667 ms | 0 - 218 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
45
- | DETR-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 27.25 ms | 4 - 178 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
46
- | DETR-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 91.504 ms | 0 - 217 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
47
- | DETR-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 87.646 ms | 3 - 174 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
48
- | DETR-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 20.433 ms | 0 - 41 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
49
- | DETR-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 18.726 ms | 5 - 38 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
50
- | DETR-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 32.298 ms | 0 - 164 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
51
- | DETR-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 30.187 ms | 5 - 98 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
52
- | DETR-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 20.213 ms | 0 - 40 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
53
- | DETR-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 18.628 ms | 5 - 37 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
54
- | DETR-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 29.667 ms | 0 - 218 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
55
- | DETR-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 27.25 ms | 4 - 178 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
56
- | DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 20.286 ms | 0 - 42 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
57
- | DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 18.693 ms | 5 - 41 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
58
- | DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 18.673 ms | 1 - 123 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
59
- | DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 14.254 ms | 0 - 228 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
60
- | DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 12.942 ms | 5 - 183 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
61
- | DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 13.611 ms | 5 - 153 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
62
- | DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 13.185 ms | 0 - 217 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
63
- | DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 12.481 ms | 5 - 118 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
64
- | DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 10.664 ms | 5 - 134 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
65
- | DETR-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 20.558 ms | 263 - 263 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
66
- | DETR-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 19.476 ms | 78 - 78 MB | NPU | [DETR-ResNet50.onnx](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx) |
67
 
68
 
69
 
 
35
 
36
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
37
  |---|---|---|---|---|---|---|---|---|
38
+ | DETR-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 92.055 ms | 0 - 125 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
39
+ | DETR-ResNet50 | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 85.987 ms | 4 - 114 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
40
+ | DETR-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 28.629 ms | 0 - 180 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
41
+ | DETR-ResNet50 | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 42.266 ms | 5 - 98 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
42
+ | DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 20.836 ms | 0 - 25 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
43
+ | DETR-ResNet50 | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 18.061 ms | 5 - 41 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
44
+ | DETR-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 30.353 ms | 0 - 125 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
45
+ | DETR-ResNet50 | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 26.358 ms | 4 - 115 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
46
+ | DETR-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 92.055 ms | 0 - 125 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
47
+ | DETR-ResNet50 | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 85.987 ms | 4 - 114 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
48
+ | DETR-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 21.079 ms | 0 - 31 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
49
+ | DETR-ResNet50 | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 18.187 ms | 5 - 41 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
50
+ | DETR-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 32.962 ms | 0 - 174 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
51
+ | DETR-ResNet50 | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 31.311 ms | 5 - 140 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
52
+ | DETR-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 20.901 ms | 0 - 28 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
53
+ | DETR-ResNet50 | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 18.121 ms | 5 - 41 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
54
+ | DETR-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 30.353 ms | 0 - 125 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
55
+ | DETR-ResNet50 | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 26.358 ms | 4 - 115 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
56
+ | DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 20.823 ms | 0 - 22 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
57
+ | DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 18.077 ms | 5 - 39 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
58
+ | DETR-ResNet50 | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 18.123 ms | 0 - 126 MB | NPU | [DETR-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx.zip) |
59
+ | DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 14.476 ms | 0 - 128 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
60
+ | DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 14.768 ms | 5 - 124 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
61
+ | DETR-ResNet50 | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 13.378 ms | 5 - 141 MB | NPU | [DETR-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx.zip) |
62
+ | DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 13.501 ms | 0 - 210 MB | NPU | [DETR-ResNet50.tflite](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.tflite) |
63
+ | DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 11.92 ms | 5 - 118 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
64
+ | DETR-ResNet50 | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 12.611 ms | 5 - 131 MB | NPU | [DETR-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx.zip) |
65
+ | DETR-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 18.746 ms | 232 - 232 MB | NPU | [DETR-ResNet50.dlc](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.dlc) |
66
+ | DETR-ResNet50 | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 19.198 ms | 78 - 78 MB | NPU | [DETR-ResNet50.onnx.zip](https://huggingface.co/qualcomm/DETR-ResNet50/blob/main/DETR-ResNet50.onnx.zip) |
67
 
68
 
69
 
precompiled/qualcomm-snapdragon-x-elite/DETR-ResNet50.bin CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:f69da1f7c0adacd01ec0ad913edad19674ae0bb76d9814fa33c396e43eca219a
3
- size 85428968
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3990094fd3c4d62df0336af15561322c8e31d40e7d41091e6c9fea0dcf0c5284
3
+ size 85262336
precompiled/qualcomm-snapdragon-x-elite/DETR-ResNet50.onnx.zip CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:96f77862bc08c7e314b09bd2c155aca8c7bdebc7d43af9d7937b998a361c1869
3
- size 77719785
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ca7ea3fdcaa567ddd4fad91257611b38883a11c38bb185da9c9dfef8fb4870d1
3
+ size 77711986
precompiled/qualcomm-snapdragon-x-elite/sdk_versions.yml CHANGED
@@ -1,5 +1,5 @@
1
  sdk_versions:
2
  qnn_context_binary:
3
- qairt: 2.34.2.250528164111_119506
4
  precompiled_qnn_onnx:
5
  qairt: 2.33.2.250410134701_117956
 
1
  sdk_versions:
2
  qnn_context_binary:
3
+ qairt: 2.37.0.250724175447_124859
4
  precompiled_qnn_onnx:
5
  qairt: 2.33.2.250410134701_117956
sdk_versions.yml CHANGED
@@ -1,9 +1,9 @@
1
  sdk_versions:
2
  tflite:
3
- qairt: 2.34.2.250528164111_119506
4
  tflite: 2.17.0
5
  qnn_dlc:
6
- qairt: 2.34.2.250528164111_119506
7
  onnx:
8
- qairt: 2.34.2.250528164111_119506
9
  onnx_runtime: 1.22.0
 
1
  sdk_versions:
2
  tflite:
3
+ qairt: 2.37.0.250724175447_124859
4
  tflite: 2.17.0
5
  qnn_dlc:
6
+ qairt: 2.37.0.250724175447_124859
7
  onnx:
8
+ qairt: 2.33.2.250410134701_117956
9
  onnx_runtime: 1.22.0