Upload model
Browse files- config.json +6 -1
- model-00001-of-00002.safetensors +2 -2
- model-00002-of-00002.safetensors +2 -2
- model.py +13 -13
- model.safetensors.index.json +510 -202
config.json
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@@ -1,13 +1,18 @@
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{
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"audio_enc_dim": 1280,
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"audio_encoder_name": "facebook/hubert-xlarge-ll60k",
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"audio_processor_name": "facebook/hubert-large-ls960-ft",
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"auto_map": {
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"AutoConfig": "config.SpeechLLMModelConfig"
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},
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"llm_dim": 2048,
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"llm_model_checkpoint": "hf_repo/llm_model_checkpoint",
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"llm_model_name": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
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"model_type": "custom_model",
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"transformers_version": "4.38.2"
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}
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{
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"architectures": [
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"SpeechLLMModel"
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],
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"audio_enc_dim": 1280,
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"audio_encoder_name": "facebook/hubert-xlarge-ll60k",
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"audio_processor_name": "facebook/hubert-large-ls960-ft",
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"auto_map": {
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"AutoConfig": "config.SpeechLLMModelConfig",
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"AutoModel": "model.SpeechLLMModel"
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},
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"llm_dim": 2048,
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"llm_model_checkpoint": "hf_repo/llm_model_checkpoint",
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"llm_model_name": "TinyLlama/TinyLlama-1.1B-Chat-v1.0",
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"model_type": "custom_model",
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"torch_dtype": "float32",
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"transformers_version": "4.38.2"
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}
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model-00001-of-00002.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:778179f27c443457a4ac527afe4c58d25902f410bdc492e7f4e09ffd23dfc6c7
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size 4975727392
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model-00002-of-00002.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:9ad7d5e98460221a543bba83cb187111a948f22a34be26ab16fda691f2d83bc2
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size 3405770712
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model.py
CHANGED
@@ -34,28 +34,28 @@ class SpeechLLMModel(PreTrainedModel):
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self.audio_processor = AutoProcessor.from_pretrained(config.audio_processor_name)
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self.audio_encoder = HubertXCNNEnoder(config.audio_enc_dim, config.llm_dim, config.audio_encoder_name)
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self.llm_model = AutoModelForCausalLM.from_pretrained(config.llm_model_checkpoint)
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self.llm_tokenizer = AutoTokenizer.from_pretrained(config.llm_model_name)
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def encode(self, mel, pre_tokenized_ids, post_tokenized_ids, output_tokenized_ids):
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batch_size = mel.shape[0]
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with torch.no_grad():
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speech_embeds = self.audio_encoder(mel)
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embedder = self.llm_model.model.embed_tokens
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pre_prompt_embeds = embedder(pre_tokenized_ids)
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post_prompt_embeds = embedder(post_tokenized_ids)
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output_prompt_embeds = embedder(output_tokenized_ids)
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self.audio_processor = AutoProcessor.from_pretrained(config.audio_processor_name)
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self.audio_encoder = HubertXCNNEnoder(config.audio_enc_dim, config.llm_dim, config.audio_encoder_name)
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# self.llm_model = AutoModelForCausalLM.from_pretrained(config.llm_model_checkpoint)
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# self.llm_tokenizer = AutoTokenizer.from_pretrained(config.llm_model_name)
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self.llm_model = AutoModelForCausalLM.from_pretrained(config.llm_model_name)
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self.llm_tokenizer = AutoTokenizer.from_pretrained(config.llm_model_name)
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peft_config = LoraConfig(
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r=4,
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lora_alpha=8,
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target_modules=['q_proj', 'k_proj', 'v_proj', 'o_proj', 'up_proj', 'down_proj', 'gate_proj'],
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lora_dropout=0.05,
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task_type="CAUSAL_LM",
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)
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self.llm_model = get_peft_model(self.llm_model, peft_config)
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def encode(self, mel, pre_tokenized_ids, post_tokenized_ids, output_tokenized_ids):
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batch_size = mel.shape[0]
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with torch.no_grad():
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speech_embeds = self.audio_encoder(mel)
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embedder = self.llm_model.model.model.embed_tokens
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pre_prompt_embeds = embedder(pre_tokenized_ids)
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post_prompt_embeds = embedder(post_tokenized_ids)
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output_prompt_embeds = embedder(output_tokenized_ids)
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model.safetensors.index.json
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{
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"metadata": {
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"total_size":
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},
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"weight_map": {
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"audio_encoder.cnn.1.bias": "model-00001-of-00002.safetensors",
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"audio_encoder.encoder.feature_projection.projection.bias": "model-00001-of-00002.safetensors",
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"audio_encoder.encoder.feature_projection.projection.weight": "model-00001-of-00002.safetensors",
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"audio_encoder.encoder.masked_spec_embed": "model-00001-of-00002.safetensors",
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"llm_model.lm_head.weight": "model-00002-of-00002.safetensors",
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"llm_model.model.embed_tokens.weight": "model-00001-of-00002.safetensors",
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"llm_model.model.layers.0.input_layernorm.weight": "model-00001-of-00002.safetensors",
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"llm_model.model.layers.0.mlp.down_proj.weight": "model-00001-of-00002.safetensors",
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"llm_model.base_model.model.model.layers.9.self_attn.v_proj.lora_A.default.weight": "model-00002-of-00002.safetensors",
|
1325 |
+
"llm_model.base_model.model.model.layers.9.self_attn.v_proj.lora_B.default.weight": "model-00002-of-00002.safetensors",
|
1326 |
+
"llm_model.base_model.model.model.norm.weight": "model-00002-of-00002.safetensors"
|
1327 |
}
|
1328 |
}
|