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README.md

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+---
+library_name: transformers
+pipeline_tag: text-generation
+inference: true
+widget:
+- text: Hello!
+  example_title: Hello world
+  group: Python
+---
+
+This model is for debugging. It is randomly initialized using the config from [Qwen/Qwen2-Audio-7B-Instruct](https://huggingface.co/Qwen/Qwen2-Audio-7B-Instruct) but with smaller size. 
+
+Codes:
+```python
+import os
+from typing import Dict
+
+import requests
+import torch
+import transformers
+from PIL import Image
+from torchvision import io
+from transformers import (AutoConfig, AutoModelForCausalLM, AutoProcessor,
+                          AutoTokenizer, GenerationConfig,
+                          Qwen2AudioForConditionalGeneration, pipeline,
+                          set_seed)
+
+model_id = "Qwen/Qwen2-Audio-7B-Instruct"
+repo_id = "yujiepan/qwen2-audio-tiny-random"
+save_path = f"/tmp/{repo_id}"
+
+config = AutoConfig.from_pretrained(model_id, trust_remote_code=True)
+config.audio_config.encoder_layers = 2
+config.audio_config.encoder_attention_heads = 2
+config.audio_config.encoder_ffn_dim = 32
+config.audio_config.d_model = 16
+config.text_config.intermediate_size = 32
+config.text_config.hidden_size = 16
+config.text_config.num_attention_heads = 2
+config.text_config.num_key_value_heads = 1
+
+model = Qwen2AudioForConditionalGeneration(config=config)
+model = model.to(torch.bfloat16).cuda().eval()
+model.generation_config = GenerationConfig.from_pretrained(
+    model_id, trust_remote_code=True,
+)
+set_seed(42)
+with torch.no_grad():
+    for _, p in sorted(model.named_parameters()):
+        torch.nn.init.uniform_(p, -0.3, 0.3)
+
+processor = AutoProcessor.from_pretrained(model_id)
+model.save_pretrained(save_path)
+processor.save_pretrained(save_path)
+os.system(f"ls -alh {save_path}")
+
+
+def try_inference():
+    from io import BytesIO
+    from urllib.request import urlopen
+
+    import librosa
+    processor = AutoProcessor.from_pretrained(save_path)
+    model = Qwen2AudioForConditionalGeneration.from_pretrained(
+        save_path, device_map="auto")
+    conversation = [
+        {"role": "user", "content": [
+            {"type": "audio", "audio_url": "https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen2-Audio/audio/guess_age_gender.wav"},
+        ]},
+        {"role": "assistant", "content": "Yes, the speaker is female and in her twenties."},
+        {"role": "user", "content": [
+            {"type": "audio", "audio_url": "https://qianwen-res.oss-cn-beijing.aliyuncs.com/Qwen2-Audio/audio/translate_to_chinese.wav"},
+        ]},
+    ]
+    text = processor.apply_chat_template(
+        conversation, add_generation_prompt=True, tokenize=False)
+    audios = []
+    for message in conversation:
+        if isinstance(message["content"], list):
+            for ele in message["content"]:
+                if ele["type"] == "audio":
+                    audios.append(librosa.load(
+                        BytesIO(urlopen(ele['audio_url']).read()),
+                        sr=processor.feature_extractor.sampling_rate)[0]
+                    )
+
+    inputs = processor(text=text, audios=audios,
+                       return_tensors="pt", padding=True)
+    inputs.input_ids = inputs.input_ids.to("cuda")
+
+    generate_ids = model.generate(**inputs, max_length=256)
+    generate_ids = generate_ids[:, inputs.input_ids.size(1):]
+
+    response = processor.batch_decode(
+        generate_ids, skip_special_tokens=True, clean_up_tokenization_spaces=False)[0]
+    print(response)
+
+
+try_inference()
+```

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+}

chat_template.json

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+{
+  "chat_template": "{% set audio_count = namespace(value=0) %}{% for message in messages %}{% if loop.first and message['role'] != 'system' %}<|im_start|>system\nYou are a helpful assistant.<|im_end|>\n{% endif %}<|im_start|>{{ message['role'] }}\n{% if message['content'] is string %}{{ message['content'] }}<|im_end|>\n{% else %}{% for content in message['content'] %}{% if 'audio' in content or 'audio_url' in content %}{% set audio_count.value = audio_count.value + 1 %}Audio {{ audio_count.value }}: <|audio_bos|><|AUDIO|><|audio_eos|>\n{% elif 'text' in content %}{{ content['text'] }}{% endif %}{% endfor %}<|im_end|>\n{% endif %}{% endfor %}{% if add_generation_prompt %}<|im_start|>assistant\n{% endif %}"
+}

config.json

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+{
+  "_name_or_path": "Qwen/Qwen2-Audio-7B-Instruct",
+  "architectures": [
+    "Qwen2AudioForConditionalGeneration"
+  ],
+  "audio_config": {
+    "d_model": 16,
+    "encoder_attention_heads": 2,
+    "encoder_ffn_dim": 32,
+    "encoder_layers": 2,
+    "model_type": "qwen2_audio_encoder"
+  },
+  "audio_token_index": 151646,
+  "ignore_index": -100,
+  "model_type": "qwen2_audio",
+  "text_config": {
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+    "eos_token_id": 151645,
+    "hidden_size": 16,
+    "intermediate_size": 32,
+    "max_position_embeddings": 8192,
+    "model_type": "qwen2",
+    "num_attention_heads": 2,
+    "num_key_value_heads": 1,
+    "rms_norm_eps": 1e-05,
+    "torch_dtype": "bfloat16",
+    "use_mrope": false,
+    "vocab_size": 156032
+  },
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.45.0.dev0",
+  "vocab_size": 156032
+}

generation_config.json

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+{
+  "chat_format": "chatml",
+  "do_sample": true,
+  "eos_token_id": [
+    151643,
+    151645
+  ],
+  "pad_token_id": 151643,
+  "repetition_penalty": 1.1,
+  "temperature": 0.7,
+  "top_k": 20,
+  "top_p": 0.5,
+  "transformers_version": "4.45.0.dev0",
+  "trust_remote_code": true
+}

model.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:b65e5e99ff4e002d770547842fa555fd4924512eecc1874646199c2a2e268b31
+size 10260208

preprocessor_config.json

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+{
+  "chunk_length": 30,
+  "feature_extractor_type": "WhisperFeatureExtractor",
+  "feature_size": 128,
+  "hop_length": 160,
+  "n_fft": 400,
+  "n_samples": 480000,
+  "nb_max_frames": 3000,
+  "padding_side": "right",
+  "padding_value": 0.0,
+  "processor_class": "Qwen2AudioProcessor",
+  "return_attention_mask": true,
+  "sampling_rate": 16000
+}

special_tokens_map.json

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+    "<|im_end|>",
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