From 83b2469669d3fe5cd6c91033e95967d86ada78f6 Mon Sep 17 00:00:00 2001 From: Yong Yue Date: Tue, 21 Jul 2026 10:05:01 +0800 Subject: [PATCH] recipe(ast-audioset): add CPU fp32 and fp16 audio-classification recipes Add verified CPU recipes for MIT/ast-finetuned-audioset-10-10-0.4593 (Audio Spectrogram Transformer for AudioSet classification). --- .../cpu/audio-classification_fp16_config.json | 60 +++++++++++++++++++ .../cpu/audio-classification_fp32_config.json | 41 +++++++++++++ 2 files changed, 101 insertions(+) create mode 100644 examples/recipes/MIT_ast-finetuned-audioset-10-10-0.4593/cpu/cpu/audio-classification_fp16_config.json create mode 100644 examples/recipes/MIT_ast-finetuned-audioset-10-10-0.4593/cpu/cpu/audio-classification_fp32_config.json diff --git a/examples/recipes/MIT_ast-finetuned-audioset-10-10-0.4593/cpu/cpu/audio-classification_fp16_config.json b/examples/recipes/MIT_ast-finetuned-audioset-10-10-0.4593/cpu/cpu/audio-classification_fp16_config.json new file mode 100644 index 000000000..6ac10fb42 --- /dev/null +++ b/examples/recipes/MIT_ast-finetuned-audioset-10-10-0.4593/cpu/cpu/audio-classification_fp16_config.json @@ -0,0 +1,60 @@ +{ + "export": { + "opset_version": 17, + "batch_size": 1, + "export_params": true, + "do_constant_folding": true, + "verbose": false, + "dynamo": false, + "enable_hierarchy_tags": true, + "clean_onnx": false, + "hierarchy_tag_format": "full", + "input_tensors": [ + { + "name": "input_values", + "dtype": "float32", + "shape": [ + 1, + 1024, + 128 + ], + "value_range": [ + -1, + 1 + ] + } + ], + "output_tensors": [ + { + "name": "logits" + } + ] + }, + "optim": {}, + "quant": { + "mode": "fp16", + "samples": 10, + "calibration_method": "minmax", + "weight_type": "uint8", + "activation_type": "uint8", + "per_channel": false, + "symmetric": false, + "weight_symmetric": null, + "activation_symmetric": null, + "save_calibration": false, + "distribution": "uniform", + "seed": null, + "calibration_load_path": null, + "calibration_save_path": null, + "op_types_to_quantize": null, + "nodes_to_exclude": null, + "fp16_keep_io_types": true, + "fp16_op_block_list": null + }, + "compile": null, + "loader": { + "task": "audio-classification", + "model_class": "AutoModelForAudioClassification", + "model_type": "audio-spectrogram-transformer" + } +} diff --git a/examples/recipes/MIT_ast-finetuned-audioset-10-10-0.4593/cpu/cpu/audio-classification_fp32_config.json b/examples/recipes/MIT_ast-finetuned-audioset-10-10-0.4593/cpu/cpu/audio-classification_fp32_config.json new file mode 100644 index 000000000..439f9edee --- /dev/null +++ b/examples/recipes/MIT_ast-finetuned-audioset-10-10-0.4593/cpu/cpu/audio-classification_fp32_config.json @@ -0,0 +1,41 @@ +{ + "export": { + "opset_version": 17, + "batch_size": 1, + "export_params": true, + "do_constant_folding": true, + "verbose": false, + "dynamo": false, + "enable_hierarchy_tags": true, + "clean_onnx": false, + "hierarchy_tag_format": "full", + "input_tensors": [ + { + "name": "input_values", + "dtype": "float32", + "shape": [ + 1, + 1024, + 128 + ], + "value_range": [ + -1, + 1 + ] + } + ], + "output_tensors": [ + { + "name": "logits" + } + ] + }, + "optim": {}, + "quant": null, + "compile": null, + "loader": { + "task": "audio-classification", + "model_class": "AutoModelForAudioClassification", + "model_type": "audio-spectrogram-transformer" + } +}