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See https://github.com/qualcomm/ai-hub-models/releases/v0.61.0 for changelog.

Files changed (2) hide show
  1. README.md +16 -16
  2. release_assets.json +13 -13
README.md CHANGED
@@ -1,6 +1,6 @@
1
  ---
2
  library_name: pytorch
3
- license: other
4
  tags:
5
  - foundation
6
  - android
@@ -15,7 +15,7 @@ pipeline_tag: text-generation
15
  OpusMT Chinese to English translation model is a state-of-the-art neural machine translation system designed for translating Chinese text into English. This model is based on the Marian transformer architecture and has been optimized for edge inference by splitting into encoder and decoder components with modified attention mechanisms. It exhibits robust performance for real-world translation tasks, making it highly reliable for practical applications. The model supports input sequences up to 256 tokens and can generate English translations with high accuracy.
16
 
17
  This is based on the implementation of OpusMT-Zh-En found [here](https://github.com/Helsinki-NLP/Opus-MT).
18
- This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/opus_mt_zh_en) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
19
 
20
  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
21
 
@@ -31,32 +31,32 @@ Below are pre-exported model assets ready for deployment.
31
 
32
  | Runtime | Precision | Chipset | SDK Versions | Download |
33
  |---|---|---|---|---|
34
- | VOICE_AI | float | Snapdragon® X2 Elite | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.60.0/opus_mt_zh_en-voice_ai-float-qualcomm_snapdragon_x2_elite.zip)
35
- | VOICE_AI | float | Snapdragon® X Elite | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.60.0/opus_mt_zh_en-voice_ai-float-qualcomm_snapdragon_x_elite.zip)
36
- | VOICE_AI | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.60.0/opus_mt_zh_en-voice_ai-float-qualcomm_snapdragon_8gen3.zip)
37
- | VOICE_AI | float | Snapdragon® 8 Gen 1 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.60.0/opus_mt_zh_en-voice_ai-float-qualcomm_snapdragon_8gen1.zip)
38
- | VOICE_AI | float | Qualcomm® Dragonwing™ IQ-8275 | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.60.0/opus_mt_zh_en-voice_ai-float-qualcomm_qcs8275.zip)
39
- | VOICE_AI | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.60.0/opus_mt_zh_en-voice_ai-float-qualcomm_qcs8550_proxy.zip)
40
- | VOICE_AI | float | Qualcomm® SA8775P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.60.0/opus_mt_zh_en-voice_ai-float-qualcomm_sa8775p.zip)
41
- | VOICE_AI | float | Qualcomm® Dragonwing™ IQ-9075 | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.60.0/opus_mt_zh_en-voice_ai-float-qualcomm_qcs9075.zip)
42
- | VOICE_AI | float | Qualcomm® SA7255P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.60.0/opus_mt_zh_en-voice_ai-float-qualcomm_sa7255p.zip)
43
- | VOICE_AI | float | Qualcomm® SA8295P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.60.0/opus_mt_zh_en-voice_ai-float-qualcomm_sa8295p.zip)
44
- | VOICE_AI | float | Snapdragon® 8 Elite Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.60.0/opus_mt_zh_en-voice_ai-float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
45
- | VOICE_AI | float | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.60.0/opus_mt_zh_en-voice_ai-float-qualcomm_snapdragon_8_elite_gen5_for_galaxy.zip)
46
 
47
  For more device-specific assets and performance metrics, visit **[OpusMT-Zh-En on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/opus_mt_zh_en)**.
48
 
49
 
50
  ### Option 2: Export with Custom Configurations
51
 
52
- Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/opus_mt_zh_en) Python library to compile and export the model with your own:
53
  - Custom weights (e.g., fine-tuned checkpoints)
54
  - Custom input shapes
55
  - Target device and runtime configurations
56
 
57
  This option is ideal if you need to customize the model beyond the default configuration provided here.
58
 
59
- See our repository for [OpusMT-Zh-En on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/opus_mt_zh_en) for usage instructions.
60
 
61
  ## Model Details
62
 
 
1
  ---
2
  library_name: pytorch
3
+ license: apache-2.0
4
  tags:
5
  - foundation
6
  - android
 
15
  OpusMT Chinese to English translation model is a state-of-the-art neural machine translation system designed for translating Chinese text into English. This model is based on the Marian transformer architecture and has been optimized for edge inference by splitting into encoder and decoder components with modified attention mechanisms. It exhibits robust performance for real-world translation tasks, making it highly reliable for practical applications. The model supports input sequences up to 256 tokens and can generate English translations with high accuracy.
16
 
17
  This is based on the implementation of OpusMT-Zh-En found [here](https://github.com/Helsinki-NLP/Opus-MT).
18
+ This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.61.0/src/qai_hub_models/models/opus_mt_zh_en) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
19
 
20
  Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
21
 
 
31
 
32
  | Runtime | Precision | Chipset | SDK Versions | Download |
33
  |---|---|---|---|---|
34
+ | VOICE_AI | float | Snapdragon® X2 Elite | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.61.0/opus_mt_zh_en-voice_ai-float-qualcomm_snapdragon_x2_elite.zip)
35
+ | VOICE_AI | float | Snapdragon® X Elite | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.61.0/opus_mt_zh_en-voice_ai-float-qualcomm_snapdragon_x_elite.zip)
36
+ | VOICE_AI | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.61.0/opus_mt_zh_en-voice_ai-float-qualcomm_snapdragon_8gen3.zip)
37
+ | VOICE_AI | float | Snapdragon® 8 Gen 1 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.61.0/opus_mt_zh_en-voice_ai-float-qualcomm_snapdragon_8gen1.zip)
38
+ | VOICE_AI | float | Qualcomm® Dragonwing™ IQ-8275 | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.61.0/opus_mt_zh_en-voice_ai-float-qualcomm_qcs8275.zip)
39
+ | VOICE_AI | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.61.0/opus_mt_zh_en-voice_ai-float-qualcomm_qcs8550_proxy.zip)
40
+ | VOICE_AI | float | Qualcomm® SA8775P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.61.0/opus_mt_zh_en-voice_ai-float-qualcomm_sa8775p.zip)
41
+ | VOICE_AI | float | Qualcomm® Dragonwing™ IQ-9075 | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.61.0/opus_mt_zh_en-voice_ai-float-qualcomm_qcs9075.zip)
42
+ | VOICE_AI | float | Qualcomm® SA7255P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.61.0/opus_mt_zh_en-voice_ai-float-qualcomm_sa7255p.zip)
43
+ | VOICE_AI | float | Qualcomm® SA8295P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.61.0/opus_mt_zh_en-voice_ai-float-qualcomm_sa8295p.zip)
44
+ | VOICE_AI | float | Snapdragon® 8 Elite Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.61.0/opus_mt_zh_en-voice_ai-float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
45
+ | VOICE_AI | float | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.61.0/opus_mt_zh_en-voice_ai-float-qualcomm_snapdragon_8_elite_gen5_for_galaxy.zip)
46
 
47
  For more device-specific assets and performance metrics, visit **[OpusMT-Zh-En on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/opus_mt_zh_en)**.
48
 
49
 
50
  ### Option 2: Export with Custom Configurations
51
 
52
+ Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.61.0/src/qai_hub_models/models/opus_mt_zh_en) Python library to compile and export the model with your own:
53
  - Custom weights (e.g., fine-tuned checkpoints)
54
  - Custom input shapes
55
  - Target device and runtime configurations
56
 
57
  This option is ideal if you need to customize the model beyond the default configuration provided here.
58
 
59
+ See our repository for [OpusMT-Zh-En on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.61.0/src/qai_hub_models/models/opus_mt_zh_en) for usage instructions.
60
 
61
  ## Model Details
62
 
release_assets.json CHANGED
@@ -1,5 +1,5 @@
1
  {
2
- "version": "0.60.0",
3
  "precisions": {
4
  "float": {
5
  "chipset_assets": {
@@ -8,7 +8,7 @@
8
  "tool_versions": {
9
  "qairt": "2.45.0.260326154327"
10
  },
11
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.60.0/opus_mt_zh_en-voice_ai-float-qualcomm_qcs8275.zip"
12
  }
13
  },
14
  "qualcomm-qcs8550-proxy": {
@@ -16,7 +16,7 @@
16
  "tool_versions": {
17
  "qairt": "2.45.0.260326154327"
18
  },
19
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.60.0/opus_mt_zh_en-voice_ai-float-qualcomm_qcs8550_proxy.zip"
20
  }
21
  },
22
  "qualcomm-qcs9075": {
@@ -24,7 +24,7 @@
24
  "tool_versions": {
25
  "qairt": "2.45.0.260326154327"
26
  },
27
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.60.0/opus_mt_zh_en-voice_ai-float-qualcomm_qcs9075.zip"
28
  }
29
  },
30
  "qualcomm-sa7255p": {
@@ -32,7 +32,7 @@
32
  "tool_versions": {
33
  "qairt": "2.45.0.260326154327"
34
  },
35
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.60.0/opus_mt_zh_en-voice_ai-float-qualcomm_sa7255p.zip"
36
  }
37
  },
38
  "qualcomm-sa8295p": {
@@ -40,7 +40,7 @@
40
  "tool_versions": {
41
  "qairt": "2.45.0.260326154327"
42
  },
43
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.60.0/opus_mt_zh_en-voice_ai-float-qualcomm_sa8295p.zip"
44
  }
45
  },
46
  "qualcomm-sa8775p": {
@@ -48,7 +48,7 @@
48
  "tool_versions": {
49
  "qairt": "2.45.0.260326154327"
50
  },
51
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.60.0/opus_mt_zh_en-voice_ai-float-qualcomm_sa8775p.zip"
52
  }
53
  },
54
  "qualcomm-snapdragon-8-elite-for-galaxy": {
@@ -56,7 +56,7 @@
56
  "tool_versions": {
57
  "qairt": "2.45.0.260326154327"
58
  },
59
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.60.0/opus_mt_zh_en-voice_ai-float-qualcomm_snapdragon_8_elite_for_galaxy.zip"
60
  }
61
  },
62
  "qualcomm-snapdragon-8-elite-gen5-for-galaxy": {
@@ -64,7 +64,7 @@
64
  "tool_versions": {
65
  "qairt": "2.45.0.260326154327"
66
  },
67
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.60.0/opus_mt_zh_en-voice_ai-float-qualcomm_snapdragon_8_elite_gen5_for_galaxy.zip"
68
  }
69
  },
70
  "qualcomm-snapdragon-8gen1": {
@@ -72,7 +72,7 @@
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
74
  },
75
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.60.0/opus_mt_zh_en-voice_ai-float-qualcomm_snapdragon_8gen1.zip"
76
  }
77
  },
78
  "qualcomm-snapdragon-8gen3": {
@@ -80,7 +80,7 @@
80
  "tool_versions": {
81
  "qairt": "2.45.0.260326154327"
82
  },
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- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.60.0/opus_mt_zh_en-voice_ai-float-qualcomm_snapdragon_8gen3.zip"
84
  }
85
  },
86
  "qualcomm-snapdragon-x-elite": {
@@ -88,7 +88,7 @@
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  "tool_versions": {
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  "qairt": "2.45.0.260326154327"
90
  },
91
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.60.0/opus_mt_zh_en-voice_ai-float-qualcomm_snapdragon_x_elite.zip"
92
  }
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  },
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  "qualcomm-snapdragon-x2-elite": {
@@ -96,7 +96,7 @@
96
  "tool_versions": {
97
  "qairt": "2.45.0.260326154327"
98
  },
99
- "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.60.0/opus_mt_zh_en-voice_ai-float-qualcomm_snapdragon_x2_elite.zip"
100
  }
101
  }
102
  }
 
1
  {
2
+ "version": "0.61.0",
3
  "precisions": {
4
  "float": {
5
  "chipset_assets": {
 
8
  "tool_versions": {
9
  "qairt": "2.45.0.260326154327"
10
  },
11
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.61.0/opus_mt_zh_en-voice_ai-float-qualcomm_qcs8275.zip"
12
  }
13
  },
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  "qualcomm-qcs8550-proxy": {
 
16
  "tool_versions": {
17
  "qairt": "2.45.0.260326154327"
18
  },
19
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.61.0/opus_mt_zh_en-voice_ai-float-qualcomm_qcs8550_proxy.zip"
20
  }
21
  },
22
  "qualcomm-qcs9075": {
 
24
  "tool_versions": {
25
  "qairt": "2.45.0.260326154327"
26
  },
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+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.61.0/opus_mt_zh_en-voice_ai-float-qualcomm_qcs9075.zip"
28
  }
29
  },
30
  "qualcomm-sa7255p": {
 
32
  "tool_versions": {
33
  "qairt": "2.45.0.260326154327"
34
  },
35
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.61.0/opus_mt_zh_en-voice_ai-float-qualcomm_sa7255p.zip"
36
  }
37
  },
38
  "qualcomm-sa8295p": {
 
40
  "tool_versions": {
41
  "qairt": "2.45.0.260326154327"
42
  },
43
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.61.0/opus_mt_zh_en-voice_ai-float-qualcomm_sa8295p.zip"
44
  }
45
  },
46
  "qualcomm-sa8775p": {
 
48
  "tool_versions": {
49
  "qairt": "2.45.0.260326154327"
50
  },
51
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.61.0/opus_mt_zh_en-voice_ai-float-qualcomm_sa8775p.zip"
52
  }
53
  },
54
  "qualcomm-snapdragon-8-elite-for-galaxy": {
 
56
  "tool_versions": {
57
  "qairt": "2.45.0.260326154327"
58
  },
59
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.61.0/opus_mt_zh_en-voice_ai-float-qualcomm_snapdragon_8_elite_for_galaxy.zip"
60
  }
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  },
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  "qualcomm-snapdragon-8-elite-gen5-for-galaxy": {
 
64
  "tool_versions": {
65
  "qairt": "2.45.0.260326154327"
66
  },
67
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.61.0/opus_mt_zh_en-voice_ai-float-qualcomm_snapdragon_8_elite_gen5_for_galaxy.zip"
68
  }
69
  },
70
  "qualcomm-snapdragon-8gen1": {
 
72
  "tool_versions": {
73
  "qairt": "2.45.0.260326154327"
74
  },
75
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.61.0/opus_mt_zh_en-voice_ai-float-qualcomm_snapdragon_8gen1.zip"
76
  }
77
  },
78
  "qualcomm-snapdragon-8gen3": {
 
80
  "tool_versions": {
81
  "qairt": "2.45.0.260326154327"
82
  },
83
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.61.0/opus_mt_zh_en-voice_ai-float-qualcomm_snapdragon_8gen3.zip"
84
  }
85
  },
86
  "qualcomm-snapdragon-x-elite": {
 
88
  "tool_versions": {
89
  "qairt": "2.45.0.260326154327"
90
  },
91
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.61.0/opus_mt_zh_en-voice_ai-float-qualcomm_snapdragon_x_elite.zip"
92
  }
93
  },
94
  "qualcomm-snapdragon-x2-elite": {
 
96
  "tool_versions": {
97
  "qairt": "2.45.0.260326154327"
98
  },
99
+ "download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/opus_mt_zh_en/releases/v0.61.0/opus_mt_zh_en-voice_ai-float-qualcomm_snapdragon_x2_elite.zip"
100
  }
101
  }
102
  }