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.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+training_log.txt filter=lfs diff=lfs merge=lfs -text

added_tokens.json

@@ -0,0 +1,11 @@
+{
+  "</box>": 92552,
+  "</img>": 92545,
+  "</quad>": 92548,
+  "</ref>": 92550,
+  "<IMG_CONTEXT>": 92546,
+  "<box>": 92551,
+  "<img>": 92544,
+  "<quad>": 92547,
+  "<ref>": 92549
+}

config.json

@@ -0,0 +1,201 @@
+{
+  "_commit_hash": null,
+  "_name_or_path": "/DATA/env/wjr/weight/2_LSVQ_wop",
+  "architectures": [
+    "InternVLChatModel"
+  ],
+  "auto_map": {
+    "AutoConfig": "configuration_internvl_chat.InternVLChatConfig",
+    "AutoModel": "modeling_internvl_chat.InternVLChatModel",
+    "AutoModelForCausalLM": "modeling_internvl_chat.InternVLChatModel"
+  },
+  "downsample_ratio": 0.5,
+  "dynamic_image_size": true,
+  "force_image_size": 448,
+  "llm_config": {
+    "_name_or_path": "internlm/internlm2_5-7b-chat",
+    "add_cross_attention": false,
+    "architectures": [
+      "InternLM2ForCausalLM"
+    ],
+    "attn_implementation": "flash_attention_2",
+    "auto_map": {
+      "AutoConfig": "configuration_internlm2.InternLM2Config",
+      "AutoModel": "modeling_internlm2.InternLM2ForCausalLM",
+      "AutoModelForCausalLM": "modeling_internlm2.InternLM2ForCausalLM"
+    },
+    "bad_words_ids": null,
+    "begin_suppress_tokens": null,
+    "bias": false,
+    "bos_token_id": 1,
+    "chunk_size_feed_forward": 0,
+    "cross_attention_hidden_size": null,
+    "decoder_start_token_id": null,
+    "diversity_penalty": 0.0,
+    "do_sample": false,
+    "early_stopping": false,
+    "encoder_no_repeat_ngram_size": 0,
+    "eos_token_id": 2,
+    "exponential_decay_length_penalty": null,
+    "finetuning_task": null,
+    "forced_bos_token_id": null,
+    "forced_eos_token_id": null,
+    "hidden_act": "silu",
+    "hidden_size": 4096,
+    "id2label": {
+      "0": "LABEL_0",
+      "1": "LABEL_1"
+    },
+    "initializer_range": 0.02,
+    "intermediate_size": 14336,
+    "is_decoder": false,
+    "is_encoder_decoder": false,
+    "label2id": {
+      "LABEL_0": 0,
+      "LABEL_1": 1
+    },
+    "length_penalty": 1.0,
+    "max_length": 20,
+    "max_position_embeddings": 32768,
+    "min_length": 0,
+    "model_type": "internlm2",
+    "no_repeat_ngram_size": 0,
+    "num_attention_heads": 32,
+    "num_beam_groups": 1,
+    "num_beams": 1,
+    "num_hidden_layers": 32,
+    "num_key_value_heads": 8,
+    "num_return_sequences": 1,
+    "output_attentions": false,
+    "output_hidden_states": false,
+    "output_scores": false,
+    "pad_token_id": 2,
+    "prefix": null,
+    "pretraining_tp": 1,
+    "problem_type": null,
+    "pruned_heads": {},
+    "remove_invalid_values": false,
+    "repetition_penalty": 1.0,
+    "return_dict": true,
+    "return_dict_in_generate": false,
+    "rms_norm_eps": 1e-05,
+    "rope_scaling": {
+      "factor": 2.0,
+      "type": "dynamic"
+    },
+    "rope_theta": 1000000,
+    "sep_token_id": null,
+    "suppress_tokens": null,
+    "task_specific_params": null,
+    "temperature": 1.0,
+    "tf_legacy_loss": false,
+    "tie_encoder_decoder": false,
+    "tie_word_embeddings": false,
+    "tokenizer_class": null,
+    "top_k": 50,
+    "top_p": 1.0,
+    "torch_dtype": "bfloat16",
+    "torchscript": false,
+    "transformers_version": "4.37.2",
+    "typical_p": 1.0,
+    "use_bfloat16": true,
+    "use_cache": false,
+    "vocab_size": 92553
+  },
+  "max_dynamic_patch": 6,
+  "min_dynamic_patch": 1,
+  "model_type": "internvl_chat",
+  "pad2square": false,
+  "ps_version": "v2",
+  "select_layer": -1,
+  "template": "internlm2-chat",
+  "torch_dtype": "bfloat16",
+  "transformers_version": null,
+  "use_backbone_lora": 16,
+  "use_llm_lora": 16,
+  "use_thumbnail": true,
+  "vision_config": {
+    "_name_or_path": "",
+    "add_cross_attention": false,
+    "architectures": [
+      "InternVisionModel"
+    ],
+    "attention_dropout": 0.0,
+    "bad_words_ids": null,
+    "begin_suppress_tokens": null,
+    "bos_token_id": null,
+    "chunk_size_feed_forward": 0,
+    "cross_attention_hidden_size": null,
+    "decoder_start_token_id": null,
+    "diversity_penalty": 0.0,
+    "do_sample": false,
+    "drop_path_rate": 0.1,
+    "dropout": 0.0,
+    "early_stopping": false,
+    "encoder_no_repeat_ngram_size": 0,
+    "eos_token_id": null,
+    "exponential_decay_length_penalty": null,
+    "finetuning_task": null,
+    "forced_bos_token_id": null,
+    "forced_eos_token_id": null,
+    "hidden_act": "gelu",
+    "hidden_size": 1024,
+    "id2label": {
+      "0": "LABEL_0",
+      "1": "LABEL_1"
+    },
+    "image_size": 448,
+    "initializer_factor": 1.0,
+    "initializer_range": 0.02,
+    "intermediate_size": 4096,
+    "is_decoder": false,
+    "is_encoder_decoder": false,
+    "label2id": {
+      "LABEL_0": 0,
+      "LABEL_1": 1
+    },
+    "layer_norm_eps": 1e-06,
+    "length_penalty": 1.0,
+    "max_length": 20,
+    "min_length": 0,
+    "model_type": "intern_vit_6b",
+    "no_repeat_ngram_size": 0,
+    "norm_type": "layer_norm",
+    "num_attention_heads": 16,
+    "num_beam_groups": 1,
+    "num_beams": 1,
+    "num_channels": 3,
+    "num_hidden_layers": 24,
+    "num_return_sequences": 1,
+    "output_attentions": false,
+    "output_hidden_states": false,
+    "output_scores": false,
+    "pad_token_id": null,
+    "patch_size": 14,
+    "prefix": null,
+    "problem_type": null,
+    "pruned_heads": {},
+    "qk_normalization": false,
+    "qkv_bias": true,
+    "remove_invalid_values": false,
+    "repetition_penalty": 1.0,
+    "return_dict": true,
+    "return_dict_in_generate": false,
+    "sep_token_id": null,
+    "suppress_tokens": null,
+    "task_specific_params": null,
+    "temperature": 1.0,
+    "tf_legacy_loss": false,
+    "tie_encoder_decoder": false,
+    "tie_word_embeddings": true,
+    "tokenizer_class": null,
+    "top_k": 50,
+    "top_p": 1.0,
+    "torch_dtype": "bfloat16",
+    "torchscript": false,
+    "transformers_version": "4.37.2",
+    "typical_p": 1.0,
+    "use_bfloat16": true,
+    "use_flash_attn": true
+  }
+}

generation_config.json

@@ -0,0 +1,8 @@
+{
+  "_from_model_config": true,
+  "eos_token_id": [
+    92542,
+    92543
+  ],
+  "transformers_version": "4.37.2"
+}

lora_weights.pth

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results.csv

@@ -0,0 +1,230 @@
+video_name,answer,output,mos,pred_score,level
+Gaming_2160P-3002_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,86.5,86.0,0
+LiveMusic_480P-2a5e_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,61.75,62.5,4
+LiveMusic_1080P-3f95_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is good.,81.0,77.5,4
+NewsClip_720P-7c67_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,88.5,82.0,0
+Lecture_360P-5d0a_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,68.5,64.5,4
+Vlog_720P-03f9_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,79.5,78.0,0
+Lecture_720P-5120_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,86.0,80.0,0
+Animation_1080P-18f5_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,83.0,77.0,0
+LyricVideo_720P-09ed_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,60.5,66.0,4
+NewsClip_720P-5d89_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,89.5,83.5,0
+HowTo_480P-0eb3_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is poor.,The video quality of the video is good due,50.25,52.5,4
+HowTo_720P-479b_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,72.5,80.0,0
+HowTo_360P-09f8_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,59.0,70.0,4
+Animation_1080P-6a33_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is bad.,The video quality of the video seems good.,41.0,61.25,4
+Lecture_480P-4c86_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,73.5,67.5,4
+TelevisionClip_720P-7c06_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,88.0,88.0,0
+Sports_720P-3338_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is good.,89.5,79.0,4
+VerticalVideo_360P-2fa3_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,86.5,84.5,0
+NewsClip_1080P-7816_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,77.0,77.0,0
+Vlog_360P-4795_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is poor.,The video quality of the video seems poor due,49.5,48.5,2
+HowTo_1080P-13aa_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,86.5,83.5,0
+HDR_1080P-0d31_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,87.5,81.5,0
+Vlog_360P-1e5b_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,65.5,65.0,4
+CoverSong_480P-0170_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,62.25,63.5,4
+HowTo_720P-12f7_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,66.0,66.0,4
+Sports_480P-19e4_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,76.5,76.5,0
+HowTo_360P-1dba_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is bad.,The video quality of the video seems poor due,38.25,43.0,2
+Gaming_2160P-67b0_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,84.0,88.0,0
+CoverSong_1080P-3df8_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,76.5,71.0,4
+NewsClip_360P-1e1c_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,65.0,65.5,4
+Lecture_720P-7e40_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,85.0,81.5,0
+Sports_720P-5bfd_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,93.5,85.0,0
+NewsClip_720P-04ba_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,70.0,61.5,4
+LiveMusic_360P-265c_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is poor.,The video quality of the video is good due,46.75,54.5,4
+Lecture_720P-1033_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,71.0,79.0,0
+LyricVideo_480P-5c17_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is quite.,67.0,72.5,0
+TelevisionClip_480P-415c_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,71.0,70.0,4
+Lecture_720P-5725_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is good.,85.0,82.0,4
+LiveMusic_360P-3be0_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is bad.,The video quality of the video seems poor due,34.5,46.75,2
+Gaming_360P-215f_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,57.5,57.25,4
+Sports_360P-50fd_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,60.25,54.0,4
+Animation_720P-2abf_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,72.5,76.5,0
+VerticalVideo_360P-145e_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is poor.,The video quality of the video seems good due,52.0,52.25,4
+VerticalVideo_360P-6ff2_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,71.0,63.0,4
+VerticalVideo_360P-3b4e_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,71.5,72.5,0
+Vlog_2160P-6f92_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,77.5,74.5,4
+HowTo_480P-118d_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is bad.,The video quality of the video is poor due,29.25,37.25,2
+NewsClip_480P-49c9_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,79.5,78.0,0
+HDR_1080P-46a4_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,71.5,80.0,0
+MusicVideo_1080P-106d_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is quite.,65.0,72.0,0
+VerticalVideo_720P-4ca7_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,89.0,89.5,0
+Vlog_480P-2cad_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,65.0,63.75,4
+HowTo_480P-56a5_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,81.5,85.0,0
+MusicVideo_1080P-6260_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,60.75,66.5,4
+LyricVideo_480P-6fca_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is poor.,The video quality of the video seems poor due,51.5,48.0,2
+Vlog_720P-372d_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,81.0,85.5,0
+Sports_1080P-241e_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,88.0,81.0,0
+Vlog_2160P-4655_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,77.5,82.5,0
+Animation_1080P-646f_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is quite.,67.5,68.5,0
+Sports_480P-11ec_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is bad.,The video quality of the video is poor due,32.25,37.25,2
+MusicVideo_480P-2de0_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,69.5,69.0,0
+LiveMusic_1080P-14af_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,89.0,86.5,0
+VerticalVideo_1080P-1c86_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is bad.,The video quality of the video seems good.,37.0,58.0,4
+MusicVideo_1080P-6c88_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,66.5,66.0,4
+MusicVideo_480P-483b_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is bad.,The video quality of the video is poor due,30.75,35.75,2
+Sports_1080P-0063_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,69.0,69.0,4
+MusicVideo_1080P-3a50_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,74.0,75.0,0
+Animation_480P-6e23_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,74.5,70.5,0
+Sports_360P-2725_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,57.25,59.5,4
+LiveMusic_1080P-6bbe_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,86.5,84.0,0
+Sports_360P-6c6f_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is poor.,The video quality of the video is good due,51.0,57.5,4
+Gaming_1080P-777b_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is good.,81.0,74.5,4
+MusicVideo_480P-3aa2_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,55.25,55.5,4
+Sports_2160P-7af8_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,71.5,72.5,4
+LyricVideo_1080P-584f_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is quite.,63.75,82.0,0
+Lecture_360P-5779_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,61.5,71.0,4
+MusicVideo_1080P-55af_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,75.0,80.5,0
+Lecture_720P-0f64_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,71.5,73.0,4
+Lecture_480P-7e55_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,71.0,72.0,4
+Animation_720P-7ff2_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,82.5,84.0,0
+LiveMusic_360P-2508_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,60.0,66.0,4
+Lecture_360P-2c55_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,74.5,67.5,0
+Gaming_360P-2f99_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,65.5,65.5,4
+VerticalVideo_1080P-73b6_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,80.5,82.5,0
+NewsClip_1080P-4241_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,78.5,79.5,0
+Lecture_480P-74cf_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,68.5,69.0,0
+HDR_1080P-35f4_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is good.,83.0,82.0,4
+Vlog_360P-2e9d_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,55.0,58.75,4
+Gaming_720P-312f_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,76.5,74.0,4
+Vlog_360P-76ae_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is poor.,The video quality of the video is good due,52.0,55.25,4
+TelevisionClip_720P-31ce_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,86.5,81.5,0
+Animation_480P-66c0_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,69.0,76.5,4
+NewsClip_480P-4e77_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,69.0,70.5,4
+CoverSong_720P-1393_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is good.,81.0,79.0,4
+Lecture_480P-5aee_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is poor.,The video quality of the video is good due,52.0,50.0,4
+MusicVideo_480P-3c8b_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,58.25,51.0,4
+Lecture_480P-2ed0_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is bad.,The video quality of the video seems poor due,29.0,45.5,2
+CoverSong_1080P-5cae_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,64.0,78.5,4
+Gaming_2160P-31f6_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,86.0,89.0,0
+NewsClip_1080P-06df_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,90.0,86.0,0
+NewsClip_720P-7745_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,90.5,84.0,0
+LiveMusic_720P-6452_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,62.0,63.0,4
+CoverSong_1080P-0cdc_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is poor.,The video quality of the video is good due,54.75,68.0,4
+Gaming_480P-7a08_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good as,76.0,73.0,4
+Gaming_360P-4f09_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,70.0,67.0,4
+LyricVideo_1080P-41ee_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,81.5,80.5,0
+Animation_480P-4e36_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is quite.,66.0,71.0,0
+Sports_1080P-08e1_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,84.5,77.5,0
+HowTo_360P-0562_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,65.0,68.0,4
+Vlog_1080P-1609_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is poor.,The video quality of the video is good due,50.5,57.5,4
+LiveMusic_360P-7483_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,61.25,65.5,4
+Lecture_360P-30eb_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,67.0,65.5,4
+CoverSong_720P-449f_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,70.0,77.5,4
+VerticalVideo_360P-634f_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,90.5,86.5,0
+NewsClip_480P-2407_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is poor.,The video quality of the video is good due,53.75,54.0,4
+LyricVideo_1080P-63d9_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,70.0,80.0,4
+Vlog_480P-6395_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,75.0,79.5,0
+Gaming_360P-56fe_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is poor.,The video quality of the video seems poor as,48.75,50.0,2
+LyricVideo_480P-51e4_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,63.5,63.0,4
+Animation_1080P-209f_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,84.0,78.5,0
+Sports_2160P-7165_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,87.0,86.0,0
+Animation_1080P-3dbf_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,89.0,80.5,0
+TelevisionClip_480P-373d_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good as,61.0,65.5,4
+TelevisionClip_480P-4c6b_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,77.0,78.0,0
+Sports_720P-5e39_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,73.5,79.5,4
+Sports_480P-41a5_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is bad.,The video quality of the video is poor due,39.5,48.5,2
+LiveMusic_480P-65ca_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,74.0,66.5,4
+Animation_480P-7a31_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video seems good as,69.5,62.75,4
+MusicVideo_1080P-2b2b_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,88.5,80.5,0
+Gaming_720P-0fdb_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,65.5,64.0,4
+Sports_720P-2234_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,83.0,83.0,0
+Lecture_480P-4272_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,69.0,71.0,4
+CoverSong_360P-6d6a_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,65.5,64.0,4
+MusicVideo_720P-2d7d_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,59.75,66.0,4
+MusicVideo_360P-7b94_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is poor.,The video quality of the video is good due,48.75,48.25,4
+Gaming_2160P-387f_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,90.5,86.0,0
+HDR_1080P-548b_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,92.5,85.5,0
+CoverSong_360P-13d2_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is poor.,The video quality of the video is good due,51.5,53.75,4
+MusicVideo_360P-5f8d_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is poor.,The video quality of the video is good due,48.75,54.75,4
+Gaming_1080P-72c8_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,87.5,88.5,0
+CoverSong_720P-10f1_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is poor.,56.0,57.5,2
+LiveMusic_720P-4ae2_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,65.5,67.0,4
+HDR_2160P-06ae_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,89.5,86.0,0
+MusicVideo_360P-4de7_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,59.25,60.0,4
+Gaming_360P-0b98_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,62.75,57.5,4
+NewsClip_360P-439a_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,65.5,59.75,4
+VerticalVideo_360P-0d29_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,56.25,59.0,4
+CoverSong_360P-5a24_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video seems good as,55.75,55.25,4
+CoverSong_360P-0a9d_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is poor.,The video quality of the video seems poor as,50.75,48.75,2
+Sports_2160P-3d85_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,90.5,86.0,0
+Sports_720P-6bb7_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,77.5,63.5,4
+LiveMusic_360P-3b96_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is poor.,The video quality of the video is good due,47.25,58.5,4
+Sports_1080P-1ae3_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,67.0,73.5,4
+Animation_1080P-58d3_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is good.,85.0,79.0,4
+TelevisionClip_480P-09d8_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video seems good as,58.25,59.0,4
+Lecture_360P-2d1f_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,72.5,72.5,4
+Lecture_360P-20c3_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,62.75,62.25,4
+MusicVideo_720P-575d_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,65.0,62.0,4
+Lecture_360P-6d29_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,59.75,59.25,4
+Animation_1080P-4214_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,70.0,74.0,4
+Vlog_720P-033a_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,86.0,84.0,0
+MusicVideo_720P-0752_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,87.5,86.5,0
+NewsClip_720P-72d2_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,87.0,82.0,0
+HowTo_360P-127f_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,66.5,59.75,4
+Sports_1080P-19d8_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,89.5,85.0,0
+Sports_1080P-6710_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,86.5,84.5,0
+LiveMusic_360P-2b0f_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,68.0,74.0,0
+Vlog_1080P-34cb_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is poor.,The video quality of the video is good due,48.5,67.5,4
+NewsClip_720P-4e87_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,87.5,85.0,0
+MusicVideo_720P-734f_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,77.0,78.0,0
+MusicVideo_1080P-6c1d_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,86.5,87.5,0
+HowTo_360P-18e7_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,55.5,62.0,4
+Sports_2160P-7bbe_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,87.0,89.5,0
+CoverSong_360P-6da7_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,55.25,56.0,4
+Vlog_480P-0980_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,55.0,60.5,4
+CoverSong_360P-53a6_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good as,64.5,69.0,4
+Sports_480P-0623_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,62.0,64.5,4
+Sports_360P-301d_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,73.5,74.0,4
+LyricVideo_720P-7f44_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is good.,84.0,82.0,4
+HowTo_1080P-36a9_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is good.,88.5,80.5,4
+Gaming_480P-6491_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,60.25,60.75,4
+Lecture_480P-2513_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is bad.,The video quality of the video is poor due,37.5,42.25,2
+HowTo_1080P-4d7b_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,84.0,86.5,0
+LyricVideo_480P-7919_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is poor.,The video quality of the video is good due,50.25,55.75,4
+CoverSong_720P-0239_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is poor.,The video quality of the video seems good due,50.5,54.0,4
+Gaming_720P-493e_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,71.5,67.5,4
+LiveMusic_1080P-21dd_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,76.5,76.0,0
+Gaming_720P-221d_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,L video quality of the video is poor as,65.0,67.5,2
+VerticalVideo_1080P-4da5_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,85.0,86.0,0
+Sports_720P-5ae1_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is good.,86.5,73.0,4
+Vlog_480P-7754_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,79.0,74.0,0
+Sports_2160P-1b70_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is good.,90.0,81.5,4
+Lecture_720P-4c87_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,75.0,83.0,0
+VerticalVideo_480P-550d_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,76.5,82.5,0
+HowTo_1080P-1f3b_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is good.,83.5,75.0,4
+Animation_720P-1a6d_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,85.5,82.0,0
+Gaming_1080P-223e_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,85.5,86.5,0
+HDR_1080P-68c8_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,76.0,80.0,4
+Gaming_480P-6cdc_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is poor.,The video quality of the video is good due,48.5,58.0,4
+HDR_2160P-5275_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,84.0,82.5,0
+Animation_720P-6372_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,88.5,82.5,0
+HowTo_720P-0b01_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,82.0,80.5,0
+Sports_1080P-3db7_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,80.5,78.0,4
+Vlog_1080P-45c9_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is quite.,57.75,68.5,0
+Vlog_360P-3bc2_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,79.0,67.0,4
+LiveMusic_720P-6343_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is quite.,66.0,71.0,0
+CoverSong_720P-6d6a_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,70.5,77.0,0
+Vlog_2160P-19f9_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,78.5,84.0,0
+LiveMusic_1080P-77e8_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,67.0,59.5,4
+Sports_360P-4ad7_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is poor.,The video quality of the video is good due,46.5,49.75,4
+Lecture_1080P-0c8a_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,91.0,88.0,0
+HowTo_720P-4d9e_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,74.0,75.0,4
+Animation_480P-0d04_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is quite.,62.25,69.0,0
+TelevisionClip_360P-11d5_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,56.75,55.25,4
+Vlog_720P-5d08_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,75.5,76.5,4
+HowTo_360P-7fb1_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,66.5,62.75,4
+LiveMusic_720P-289b_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is poor.,The video quality of the video seems good due,48.75,62.5,4
+LyricVideo_720P-6f0c_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,56.0,71.0,4
+LyricVideo_480P-4346_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is fair.,The video quality of the video is good.,63.75,60.25,4
+Lecture_360P-051a_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is poor.,The video quality of the video is good due,52.75,54.5,4
+LyricVideo_360P-3afc_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is poor.,The video quality of the video is good due,53.75,59.75,4
+HowTo_1080P-03fd_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,70.5,67.0,4
+Sports_480P-3404_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,70.5,73.5,0
+CoverSong_720P-4006_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,68.5,73.5,0
+Sports_2160P-2626_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is excellent.,The video quality of the video is quite.,88.0,87.0,0
+Sports_480P-5f38_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,75.5,76.5,0
+Gaming_1080P-44c4_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is quite.,77.0,79.5,0
+VerticalVideo_480P-34b9_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,70.5,70.5,4
+Lecture_720P-2f38_crf_10_ss_00_t_20.0.mp4,The overall quality of the video is good.,The video quality of the video is good.,71.0,62.5,4

results.txt

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runs/Nov09_19-09-39_ps/events.out.tfevents.1731150593.ps.1422024.0

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+size 9753

runs/Nov09_19-19-20_ps/events.out.tfevents.1731151172.ps.1457634.0

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+size 9753

runs/Nov09_19-24-33_ps/events.out.tfevents.1731151486.ps.1476860.0

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+size 9291

runs/Nov09_19-25-52_ps/events.out.tfevents.1731151565.ps.1482662.0

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+size 2824081

special_tokens_map.json

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+{
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>",
+    "<|action_start|>",
+    "<|action_end|>",
+    "<|interpreter|>",
+    "<|plugin|>",
+    "<img>",
+    "</img>",
+    "<IMG_CONTEXT>",
+    "<quad>",
+    "</quad>",
+    "<ref>",
+    "</ref>",
+    "<box>",
+    "</box>"
+  ],
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenization_internlm2.py

@@ -0,0 +1,235 @@
+# Copyright (c) The InternLM team and The HuggingFace Inc. team. All rights reserved.
+#
+# This code is based on transformers/src/transformers/models/llama/tokenization_llama.py
+#
+# 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.
+
+"""Tokenization classes for InternLM."""
+import os
+from shutil import copyfile
+from typing import Any, Dict, List, Optional, Tuple
+
+import sentencepiece as spm
+from transformers.tokenization_utils import PreTrainedTokenizer
+from transformers.utils import logging
+
+logger = logging.get_logger(__name__)
+
+VOCAB_FILES_NAMES = {'vocab_file': './tokenizer.model'}
+
+PRETRAINED_VOCAB_FILES_MAP = {}
+
+
+# Modified from transformers.model.llama.tokenization_llama.LlamaTokenizer
+class InternLM2Tokenizer(PreTrainedTokenizer):
+    """
+    Construct a InternLM2 tokenizer. Based on byte-level Byte-Pair-Encoding.
+
+    Args:
+        vocab_file (`str`):
+            Path to the vocabulary file.
+    """
+
+    vocab_files_names = VOCAB_FILES_NAMES
+    pretrained_vocab_files_map = PRETRAINED_VOCAB_FILES_MAP
+    model_input_names = ['input_ids', 'attention_mask']
+    _auto_class = 'AutoTokenizer'
+
+    def __init__(
+        self,
+        vocab_file,
+        unk_token='<unk>',
+        bos_token='<s>',
+        eos_token='</s>',
+        pad_token='</s>',
+        sp_model_kwargs: Optional[Dict[str, Any]] = None,
+        add_bos_token=True,
+        add_eos_token=False,
+        decode_with_prefix_space=False,
+        clean_up_tokenization_spaces=False,
+        **kwargs,
+    ):
+        self.sp_model_kwargs = {} if sp_model_kwargs is None else sp_model_kwargs
+        self.vocab_file = vocab_file
+        self.add_bos_token = add_bos_token
+        self.add_eos_token = add_eos_token
+        self.decode_with_prefix_space = decode_with_prefix_space
+        self.sp_model = spm.SentencePieceProcessor(**self.sp_model_kwargs)
+        self.sp_model.Load(vocab_file)
+        self._no_prefix_space_tokens = None
+        super().__init__(
+            bos_token=bos_token,
+            eos_token=eos_token,
+            unk_token=unk_token,
+            pad_token=pad_token,
+            clean_up_tokenization_spaces=clean_up_tokenization_spaces,
+            **kwargs,
+        )
+
+    @property
+    def no_prefix_space_tokens(self):
+        if self._no_prefix_space_tokens is None:
+            vocab = self.convert_ids_to_tokens(list(range(self.vocab_size)))
+            self._no_prefix_space_tokens = {i for i, tok in enumerate(vocab) if not tok.startswith('▁')}
+        return self._no_prefix_space_tokens
+
+    @property
+    def vocab_size(self):
+        """Returns vocab size"""
+        return self.sp_model.get_piece_size()
+
+    @property
+    def bos_token_id(self) -> Optional[int]:
+        return self.sp_model.bos_id()
+
+    @property
+    def eos_token_id(self) -> Optional[int]:
+        return self.sp_model.eos_id()
+
+    def get_vocab(self):
+        """Returns vocab as a dict"""
+        vocab = {self.convert_ids_to_tokens(i): i for i in range(self.vocab_size)}
+        vocab.update(self.added_tokens_encoder)
+        return vocab
+
+    def _tokenize(self, text):
+        """Returns a tokenized string."""
+        return self.sp_model.encode(text, out_type=str)
+
+    def _convert_token_to_id(self, token):
+        """Converts a token (str) in an id using the vocab."""
+        return self.sp_model.piece_to_id(token)
+
+    def _convert_id_to_token(self, index):
+        """Converts an index (integer) in a token (str) using the vocab."""
+        token = self.sp_model.IdToPiece(index)
+        return token
+
+    def _maybe_add_prefix_space(self, tokens, decoded):
+        if tokens and tokens[0] not in self.no_prefix_space_tokens:
+            return ' ' + decoded
+        else:
+            return decoded
+
+    def convert_tokens_to_string(self, tokens):
+        """Converts a sequence of tokens (string) in a single string."""
+        current_sub_tokens = []
+        out_string = ''
+        prev_is_special = False
+        for token in tokens:
+            # make sure that special tokens are not decoded using sentencepiece model
+            if token in self.all_special_tokens:
+                if not prev_is_special:
+                    out_string += ' '
+                out_string += self.sp_model.decode(current_sub_tokens) + token
+                prev_is_special = True
+                current_sub_tokens = []
+            else:
+                current_sub_tokens.append(token)
+                prev_is_special = False
+        out_string += self.sp_model.decode(current_sub_tokens)
+        out_string = self.clean_up_tokenization(out_string)
+        out_string = self._maybe_add_prefix_space(tokens=tokens, decoded=out_string)
+        return out_string[1:]
+
+    def save_vocabulary(self, save_directory, filename_prefix: Optional[str] = None) -> Tuple[str]:
+        """
+        Save the vocabulary and special tokens file to a directory.
+
+        Args:
+            save_directory (`str`):
+                The directory in which to save the vocabulary.
+
+        Returns:
+            `Tuple(str)`: Paths to the files saved.
+        """
+        if not os.path.isdir(save_directory):
+            logger.error(f'Vocabulary path ({save_directory}) should be a directory')
+            return
+        out_vocab_file = os.path.join(
+            save_directory, (filename_prefix + '-' if filename_prefix else '') + VOCAB_FILES_NAMES['vocab_file']
+        )
+
+        if os.path.abspath(self.vocab_file) != os.path.abspath(out_vocab_file) and os.path.isfile(self.vocab_file):
+            copyfile(self.vocab_file, out_vocab_file)
+        elif not os.path.isfile(self.vocab_file):
+            with open(out_vocab_file, 'wb') as fi:
+                content_spiece_model = self.sp_model.serialized_model_proto()
+                fi.write(content_spiece_model)
+
+        return (out_vocab_file,)
+
+    def build_inputs_with_special_tokens(self, token_ids_0, token_ids_1=None):
+        if self.add_bos_token:
+            bos_token_ids = [self.bos_token_id]
+        else:
+            bos_token_ids = []
+
+        output = bos_token_ids + token_ids_0
+
+        if token_ids_1 is not None:
+            output = output + token_ids_1
+
+        if self.add_eos_token:
+            output = output + [self.eos_token_id]
+
+        return output
+
+    def get_special_tokens_mask(
+        self, token_ids_0: List[int], token_ids_1: Optional[List[int]] = None, already_has_special_tokens: bool = False
+    ) -> List[int]:
+        """
+        Retrieve sequence ids from a token list that has no special tokens added. This method is called when adding
+        special tokens using the tokenizer `prepare_for_model` method.
+
+        Args:
+            token_ids_0 (`List[int]`):
+                List of IDs.
+            token_ids_1 (`List[int]`, *optional*):
+                Optional second list of IDs for sequence pairs.
+            already_has_special_tokens (`bool`, *optional*, defaults to `False`):
+                Whether or not the token list is already formatted with special tokens for the model.
+
+        Returns:
+            `List[int]`: A list of integers in the range [0, 1]: 1 for a special token, 0 for a sequence token.
+        """
+        if already_has_special_tokens:
+            return super().get_special_tokens_mask(
+                token_ids_0=token_ids_0, token_ids_1=token_ids_1, already_has_special_tokens=True
+            )
+
+        if token_ids_1 is None:
+            return [1] + ([0] * len(token_ids_0)) + [1]
+        return [1] + ([0] * len(token_ids_0)) + [1, 1] + ([0] * len(token_ids_1)) + [1]
+
+    def create_token_type_ids_from_sequences(
+        self, token_ids_0: List[int], token_ids_1: Optional[List[int]] = None
+    ) -> List[int]:
+        """
+        Create a mask from the two sequences passed to be used in a sequence-pair classification task. T5 does not make
+        use of token type ids, therefore a list of zeros is returned.
+
+        Args:
+            token_ids_0 (`List[int]`):
+                List of IDs.
+            token_ids_1 (`List[int]`, *optional*):
+                Optional second list of IDs for sequence pairs.
+
+        Returns:
+            `List[int]`: List of zeros.
+        """
+        eos = [self.eos_token_id]
+
+        if token_ids_1 is None:
+            return len(token_ids_0 + eos) * [0]
+        return len(token_ids_0 + eos + token_ids_1 + eos) * [0]

tokenizer.model

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+version https://git-lfs.github.com/spec/v1
+oid sha256:f868398fc4e05ee1e8aeba95ddf18ddcc45b8bce55d5093bead5bbf80429b48b
+size 1477754

tokenizer_config.json

@@ -0,0 +1,179 @@
+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "92538": {
+      "content": "<|plugin|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "92539": {
+      "content": "<|interpreter|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "92540": {
+      "content": "<|action_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "92541": {
+      "content": "<|action_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "92542": {
+      "content": "<|im_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "92543": {
+      "content": "<|im_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "92544": {
+      "content": "<img>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "92545": {
+      "content": "</img>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "92546": {
+      "content": "<IMG_CONTEXT>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "92547": {
+      "content": "<quad>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "92548": {
+      "content": "</quad>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "92549": {
+      "content": "<ref>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "92550": {
+      "content": "</ref>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "92551": {
+      "content": "<box>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "92552": {
+      "content": "</box>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>",
+    "<|action_start|>",
+    "<|action_end|>",
+    "<|interpreter|>",
+    "<|plugin|>",
+    "<img>",
+    "</img>",
+    "<IMG_CONTEXT>",
+    "<quad>",
+    "</quad>",
+    "<ref>",
+    "</ref>",
+    "<box>",
+    "</box>"
+  ],
+  "auto_map": {
+    "AutoTokenizer": [
+      "tokenization_internlm2.InternLM2Tokenizer",
+      null
+    ]
+  },
+  "bos_token": "<s>",
+  "chat_template": "{{ bos_token }}{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "</s>",
+  "model_max_length": 4096,
+  "pad_token": "</s>",
+  "tokenizer_class": "InternLM2Tokenizer",
+  "unk_token": "<unk>"
+}

training_args.bin

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+size 6072

training_log.txt

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