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config.py

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+# Copyright (2024) Tsinghua University, Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import json
+import logging
+
+from omegaconf import OmegaConf
+
+
+class Config:
+    def __init__(self, args):
+        self.config = {}
+
+        self.args = args
+        user_config = self._build_opt_list(self.args.options)
+        config = OmegaConf.load(self.args.cfg_path)
+        config = OmegaConf.merge(config, user_config)
+        self.config = config
+
+    def _convert_to_dot_list(self, opts):
+        if opts is None:
+            opts = []
+
+        if len(opts) == 0:
+            return opts
+
+        has_equal = opts[0].find("=") != -1
+
+        if has_equal:
+            return opts
+
+        return [(opt + "=" + value) for opt, value in zip(opts[0::2], opts[1::2])]
+
+    def _build_opt_list(self, opts):
+        opts_dot_list = self._convert_to_dot_list(opts)
+        return OmegaConf.from_dotlist(opts_dot_list)
+
+    def pretty_print(self):
+        logging.info("\n=====  Running Parameters    =====")
+        logging.info(self._convert_node_to_json(self.config.run))
+
+        logging.info("\n======  Dataset Attributes  ======")
+        logging.info(self._convert_node_to_json(self.config.datasets))
+
+        logging.info(f"\n======  Model Attributes  ======")
+        logging.info(self._convert_node_to_json(self.config.model))
+
+    def _convert_node_to_json(self, node):
+        container = OmegaConf.to_container(node, resolve=True)
+        return json.dumps(container, indent=4, sort_keys=True)
+
+    def to_dict(self):
+        return OmegaConf.to_container(self.config)

decode_config.yaml

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+# Copyright (2024) Tsinghua University, Bytedance Ltd. and/or its affiliates
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+model:
+  # paths
+  llama_path: "DeepSeek-R1-Distill-Qwen-1.5B/"
+  whisper_path: "distil-whisper/distil-large-v3/"
+  beats_path: "BEATs_iter3_plus_AS2M_finetuned_on_AS2M_cpt2.pt"
+
+  ckpt: "tiny_all_tasks_319.pth"
+
+  freeze_whisper: True
+  freeze_beats: True
+
+  # window-level Q-Former
+  use_speech_Qformer: True
+  freeze_speech_QFormer: False
+  window_level_Qformer: True
+  num_speech_query_token: 1
+  second_per_window: 0.333333
+  second_stride: 0.333333
+
+  speech_llama_proj_model: ""
+  freeze_speech_llama_proj: False
+
+  # LoRA
+  lora: True
+  lora_rank: 8
+  lora_alpha: 32
+  lora_dropout: 0.1
+
+  multi_prompt: True
+  prompt_template: "USER: {}\nASSISTANT:"
+  prompt_path: "prompts/train_prompt.json"
+  test_prompt_path: "prompts/test_prompt.json"
+  max_txt_len: 300
+  end_sym: "</s>"
+
+generate:
+  max_new_tokens: 200
+  num_beams: 4
+  do_sample: False
+  min_length: 1
+  temperature: 1.0
+  top_p: 0.9
+  repetition_penalty: 1.0
+  length_penalty: 1.0