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"Epoch | \n", "Training Loss | \n", "Validation Loss | \n", "Rouge1 | \n", "Rouge2 | \n", "Rougel | \n", "Rougelsum | \n", "Gen Len | \n", "
---|---|---|---|---|---|---|---|
0 | \n", "1.383300 | \n", "1.474443 | \n", "53.272800 | \n", "28.590700 | \n", "43.989100 | \n", "48.679700 | \n", "25.975600 | \n", "
1 | \n", "1.076200 | \n", "1.424853 | \n", "54.429300 | \n", "29.312500 | \n", "44.662600 | \n", "50.003100 | \n", "30.932800 | \n", "
2 | \n", "0.855500 | \n", "1.471171 | \n", "54.421100 | \n", "29.536100 | \n", "45.117600 | \n", "50.065900 | \n", "30.431500 | \n", "
"
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"text": [
"Saving model checkpoint to test-dialogue-summarization/checkpoint-500\n",
"Configuration saved in test-dialogue-summarization/checkpoint-500/config.json\n",
"Model weights saved in test-dialogue-summarization/checkpoint-500/pytorch_model.bin\n",
"tokenizer config file saved in test-dialogue-summarization/checkpoint-500/tokenizer_config.json\n",
"Special tokens file saved in test-dialogue-summarization/checkpoint-500/special_tokens_map.json\n",
"Saving model checkpoint to test-dialogue-summarization/checkpoint-1000\n",
"Configuration saved in test-dialogue-summarization/checkpoint-1000/config.json\n",
"Model weights saved in test-dialogue-summarization/checkpoint-1000/pytorch_model.bin\n",
"tokenizer config file saved in test-dialogue-summarization/checkpoint-1000/tokenizer_config.json\n",
"Special tokens file saved in test-dialogue-summarization/checkpoint-1000/special_tokens_map.json\n",
"Saving model checkpoint to test-dialogue-summarization/checkpoint-1500\n",
"Configuration saved in test-dialogue-summarization/checkpoint-1500/config.json\n",
"Model weights saved in test-dialogue-summarization/checkpoint-1500/pytorch_model.bin\n",
"tokenizer config file saved in test-dialogue-summarization/checkpoint-1500/tokenizer_config.json\n",
"Special tokens file saved in test-dialogue-summarization/checkpoint-1500/special_tokens_map.json\n",
"Deleting older checkpoint [test-dialogue-summarization/checkpoint-500] due to args.save_total_limit\n",
"The following columns in the evaluation set don't have a corresponding argument in `BartForConditionalGeneration.forward` and have been ignored: id, dialogue, summary. If id, dialogue, summary are not expected by `BartForConditionalGeneration.forward`, you can safely ignore this message.\n",
"***** Running Evaluation *****\n",
" Num examples = 818\n",
" Batch size = 4\n",
"Saving model checkpoint to test-dialogue-summarization/checkpoint-2000\n",
"Configuration saved in test-dialogue-summarization/checkpoint-2000/config.json\n",
"Model weights saved in test-dialogue-summarization/checkpoint-2000/pytorch_model.bin\n",
"tokenizer config file saved in test-dialogue-summarization/checkpoint-2000/tokenizer_config.json\n",
"Special tokens file saved in test-dialogue-summarization/checkpoint-2000/special_tokens_map.json\n",
"Deleting older checkpoint [test-dialogue-summarization/checkpoint-1000] due to args.save_total_limit\n",
"Saving model checkpoint to test-dialogue-summarization/checkpoint-2500\n",
"Configuration saved in test-dialogue-summarization/checkpoint-2500/config.json\n",
"Model weights saved in test-dialogue-summarization/checkpoint-2500/pytorch_model.bin\n",
"tokenizer config file saved in test-dialogue-summarization/checkpoint-2500/tokenizer_config.json\n",
"Special tokens file saved in test-dialogue-summarization/checkpoint-2500/special_tokens_map.json\n",
"Deleting older checkpoint [test-dialogue-summarization/checkpoint-1500] due to args.save_total_limit\n",
"Saving model checkpoint to test-dialogue-summarization/checkpoint-3000\n",
"Configuration saved in test-dialogue-summarization/checkpoint-3000/config.json\n",
"Model weights saved in test-dialogue-summarization/checkpoint-3000/pytorch_model.bin\n",
"tokenizer config file saved in test-dialogue-summarization/checkpoint-3000/tokenizer_config.json\n",
"Special tokens file saved in test-dialogue-summarization/checkpoint-3000/special_tokens_map.json\n",
"Deleting older checkpoint [test-dialogue-summarization/checkpoint-2000] due to args.save_total_limit\n",
"Saving model checkpoint to test-dialogue-summarization/checkpoint-3500\n",
"Configuration saved in test-dialogue-summarization/checkpoint-3500/config.json\n",
"Model weights saved in test-dialogue-summarization/checkpoint-3500/pytorch_model.bin\n",
"tokenizer config file saved in test-dialogue-summarization/checkpoint-3500/tokenizer_config.json\n",
"Special tokens file saved in test-dialogue-summarization/checkpoint-3500/special_tokens_map.json\n",
"Deleting older checkpoint [test-dialogue-summarization/checkpoint-2500] due to args.save_total_limit\n",
"The following columns in the evaluation set don't have a corresponding argument in `BartForConditionalGeneration.forward` and have been ignored: id, dialogue, summary. If id, dialogue, summary are not expected by `BartForConditionalGeneration.forward`, you can safely ignore this message.\n",
"***** Running Evaluation *****\n",
" Num examples = 818\n",
" Batch size = 4\n",
"Saving model checkpoint to test-dialogue-summarization/checkpoint-4000\n",
"Configuration saved in test-dialogue-summarization/checkpoint-4000/config.json\n",
"Model weights saved in test-dialogue-summarization/checkpoint-4000/pytorch_model.bin\n",
"tokenizer config file saved in test-dialogue-summarization/checkpoint-4000/tokenizer_config.json\n",
"Special tokens file saved in test-dialogue-summarization/checkpoint-4000/special_tokens_map.json\n",
"Deleting older checkpoint [test-dialogue-summarization/checkpoint-3000] due to args.save_total_limit\n",
"Saving model checkpoint to test-dialogue-summarization/checkpoint-4500\n",
"Configuration saved in test-dialogue-summarization/checkpoint-4500/config.json\n",
"Model weights saved in test-dialogue-summarization/checkpoint-4500/pytorch_model.bin\n",
"tokenizer config file saved in test-dialogue-summarization/checkpoint-4500/tokenizer_config.json\n",
"Special tokens file saved in test-dialogue-summarization/checkpoint-4500/special_tokens_map.json\n",
"Deleting older checkpoint [test-dialogue-summarization/checkpoint-3500] due to args.save_total_limit\n",
"Saving model checkpoint to test-dialogue-summarization/checkpoint-5000\n",
"Configuration saved in test-dialogue-summarization/checkpoint-5000/config.json\n",
"Model weights saved in test-dialogue-summarization/checkpoint-5000/pytorch_model.bin\n",
"tokenizer config file saved in test-dialogue-summarization/checkpoint-5000/tokenizer_config.json\n",
"Special tokens file saved in test-dialogue-summarization/checkpoint-5000/special_tokens_map.json\n",
"Deleting older checkpoint [test-dialogue-summarization/checkpoint-4000] due to args.save_total_limit\n",
"Saving model checkpoint to test-dialogue-summarization/checkpoint-5500\n",
"Configuration saved in test-dialogue-summarization/checkpoint-5500/config.json\n",
"Model weights saved in test-dialogue-summarization/checkpoint-5500/pytorch_model.bin\n",
"tokenizer config file saved in test-dialogue-summarization/checkpoint-5500/tokenizer_config.json\n",
"Special tokens file saved in test-dialogue-summarization/checkpoint-5500/special_tokens_map.json\n",
"Deleting older checkpoint [test-dialogue-summarization/checkpoint-4500] due to args.save_total_limit\n",
"The following columns in the evaluation set don't have a corresponding argument in `BartForConditionalGeneration.forward` and have been ignored: id, dialogue, summary. If id, dialogue, summary are not expected by `BartForConditionalGeneration.forward`, you can safely ignore this message.\n",
"***** Running Evaluation *****\n",
" Num examples = 818\n",
" Batch size = 4\n",
"\n",
"\n",
"Training completed. Do not forget to share your model on huggingface.co/models =)\n",
"\n",
"\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"TrainOutput(global_step=5523, training_loss=1.1176997911189748, metrics={'train_runtime': 4282.7561, 'train_samples_per_second': 10.32, 'train_steps_per_second': 1.29, 'total_flos': 2.609612124409037e+16, 'train_loss': 1.1176997911189748, 'epoch': 3.0})"
]
},
"metadata": {},
"execution_count": 16
}
]
},
{
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"metadata": {
"id": "ceEjkJM0b0FS",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 300
},
"outputId": "029236fd-a28f-4e64-d396-11913936ace5"
},
"source": [
"trainer.evaluate()"
],
"execution_count": 17,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"The following columns in the evaluation set don't have a corresponding argument in `BartForConditionalGeneration.forward` and have been ignored: id, dialogue, summary. If id, dialogue, summary are not expected by `BartForConditionalGeneration.forward`, you can safely ignore this message.\n",
"***** Running Evaluation *****\n",
" Num examples = 818\n",
" Batch size = 4\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"Run history:
eval/gen_len ▁█▇▇ eval/loss █▁██ eval/rouge1 ▁███ eval/rouge2 ▁▆██ eval/rougeL ▁▅██ eval/rougeLsum ▁███ eval/runtime ▁███ eval/samples_per_second █▁▁▁ eval/steps_per_second █▁▁▁ train/epoch ▁▂▂▃▃▄▄▅▅▆▇▇████ train/global_step ▁▂▂▃▃▄▄▅▅▆▇▇████ train/learning_rate █▇▇▆▅▅▄▃▂▂▁ train/loss █▇▆▅▃▃▃▂▁▁▁ train/total_flos ▁ train/train_loss ▁ train/train_runtime ▁ train/train_samples_per_second ▁ train/train_steps_per_second ▁ Run summary:
eval/gen_len 30.4315 eval/loss 1.47117 eval/rouge1 54.4211 eval/rouge2 29.5361 eval/rougeL 45.1176 eval/rougeLsum 50.0659 eval/runtime 238.6829 eval/samples_per_second 3.427 eval/steps_per_second 0.859 train/epoch 3.0 train/global_step 5523 train/learning_rate 0.0 train/loss 0.8555 train/total_flos 2.609612124409037e+16 train/train_loss 1.1177 train/train_runtime 4282.7561 train/train_samples_per_second 10.32 train/train_steps_per_second 1.29
Synced 5 W&B file(s), 0 media file(s), 0 artifact file(s) and 0 other file(s)"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"./wandb/run-20220815_183650-1vg0u8vz/logs
"
]
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"from huggingface_hub import notebook_login"
],
"metadata": {
"id": "rNHeK_85Hexx"
},
"execution_count": 22,
"outputs": []
},
{
"cell_type": "code",
"source": [
"notebook_login()"
],
"metadata": {
"id": "SqajLxR6He6b",
"outputId": "1f697656-747b-4fbc-8c2a-7d3e742d83d9",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 327,
"referenced_widgets": [
"e8bcdcb3fde44602b14b56bee31640a8",
"ff5fb4f3e88945519acd3ddabbab6fe3",
"01e39f0a1fc5451abacc189f239c62b1",
"1208a58cdf7441ab8c2f37f863c45174",
"2af0897110a248faaf4c8d1531b903cb",
"c5b389df71ac4078855de4d82ffc2905",
"5a46713386054278837116c2bf6a9877",
"de6dd8f1aed145fca0495e4fbc5acb39",
"6602e0387799434ab6349cc169e349b6",
"8f59442ac94f405bbf4b1939e4ef293c",
"a4fca7d79c394ef7ade2a833bde4ed36",
"e29b722358444c75a9e5e895105f203e",
"c02f97f6b7154078a9552497fc451390",
"1a125fda3f0c4c4ea41ba62e4299d6c9"
]
}
},
"execution_count": 23,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Login successful\n",
"Your token has been saved to /root/.huggingface/token\n",
"\u001b[1m\u001b[31mAuthenticated through git-credential store but this isn't the helper defined on your machine.\n",
"You might have to re-authenticate when pushing to the Hugging Face Hub. Run the following command in your terminal in case you want to set this credential helper as the default\n",
"\n",
"git config --global credential.helper store\u001b[0m\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"model.push_to_hub(\"clyde\")"
],
"metadata": {
"id": "-FgslojBJ0c5",
"outputId": "0f9908ba-4749-4dce-9569-c217a3ffe13d",
"colab": {
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"height": 404,
"referenced_widgets": [
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"84f53d18c8764b20a6d8916219f1c64b",
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]
}
},
"execution_count": 43,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"Configuration saved in clyde/config.json\n",
"Model weights saved in clyde/pytorch_model.bin\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"Upload file optimizer.pt: 0%| | 3.33k/3.03G [00:00, ?B/s]"
],
"application/vnd.jupyter.widget-view+json": {
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}
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},
{
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"data": {
"text/plain": [
"Upload file training_args.bin: 98%|#########7| 3.34k/3.42k [00:00, ?B/s]"
],
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}
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},
{
"output_type": "display_data",
"data": {
"text/plain": [
"Upload file scheduler.pt: 100%|##########| 623/623 [00:00, ?B/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
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},
{
"output_type": "display_data",
"data": {
"text/plain": [
"Upload file rng_state.pth: 24%|##3 | 3.34k/14.2k [00:00, ?B/s]"
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}
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"Upload file scaler.pt: 100%|##########| 559/559 [00:00, ?B/s]"
],
"application/vnd.jupyter.widget-view+json": {
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}
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"remote: Scanning LFS files for validity, may be slow... \n",
"remote: LFS file scan complete. \n",
"To https://huggingface.co/Ayoola/clyde\n",
" 1cf1d86..7d9a15b main -> main\n",
"\n",
"WARNING:huggingface_hub.repository:remote: Scanning LFS files for validity, may be slow... \n",
"remote: LFS file scan complete. \n",
"To https://huggingface.co/Ayoola/clyde\n",
" 1cf1d86..7d9a15b main -> main\n",
"\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"'https://huggingface.co/Ayoola/clyde/commit/7d9a15bad003beb24e7c06238c5a4857c505538e'"
],
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"type": "string"
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},
"metadata": {},
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}
]
},
{
"cell_type": "code",
"source": [
""
],
"metadata": {
"id": "QWy8BsqcIB1x"
},
"execution_count": 24,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000,
"referenced_widgets": [
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]
},
"id": "JPEM-oeaq6Ka",
"outputId": "24afe383-1669-4910-ca96-e004b3fa3978"
},
"source": [
"from transformers import pipeline\n",
"\n",
"summarizer = pipeline(\"summarization\", model=\"Ayoola/clyde\")\n",
"conversation = '''che: Hey, have you built the model?\n",
"Ayo: Lemme check\n",
"Ayo: Sorry, i have not.\n",
"Ayo: I will tomorrow\n",
"Ayo: i think we need more data\n",
"Ayo: but i may be wrong\n",
"Ayo: it is just an hypothesis\n",
"che: If you say so..\n",
"che: i am working converting the transcriptions to the right format\n",
"Ayo: Awesome 🙂\n",
"che: see you soon\n",
"che: Bye\n",
"Ayo: Bye bye \n",
"'''\n",
"summarizer(conversation)"
],
"execution_count": 44,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"loading configuration file https://huggingface.co/Ayoola/clyde/resolve/main/config.json from cache at /root/.cache/huggingface/transformers/3925684a81d704d784ffab4bdb4097fcb08c20930badd3337c07782d0eb5d666.9b8c0031ba05106ba501a98678111e6eb1447b983b16dfba9960cba29742333d\n",
"Model config BartConfig {\n",
" \"_name_or_path\": \"Ayoola/clyde\",\n",
" \"_num_labels\": 3,\n",
" \"activation_dropout\": 0.0,\n",
" \"activation_function\": \"gelu\",\n",
" \"add_bias_logits\": false,\n",
" \"add_final_layer_norm\": false,\n",
" \"architectures\": [\n",
" \"BartForConditionalGeneration\"\n",
" ],\n",
" \"attention_dropout\": 0.0,\n",
" \"bos_token_id\": 0,\n",
" \"classif_dropout\": 0.0,\n",
" \"classifier_dropout\": 0.0,\n",
" \"d_model\": 1024,\n",
" \"decoder_attention_heads\": 16,\n",
" \"decoder_ffn_dim\": 4096,\n",
" \"decoder_layerdrop\": 0.0,\n",
" \"decoder_layers\": 12,\n",
" \"decoder_start_token_id\": 2,\n",
" \"dropout\": 0.1,\n",
" \"early_stopping\": true,\n",
" \"encoder_attention_heads\": 16,\n",
" \"encoder_ffn_dim\": 4096,\n",
" \"encoder_layerdrop\": 0.0,\n",
" \"encoder_layers\": 12,\n",
" \"eos_token_id\": 2,\n",
" \"eos_token_ids\": [\n",
" 2\n",
" ],\n",
" \"forced_eos_token_id\": 2,\n",
" \"gradient_checkpointing\": false,\n",
" \"id2label\": {\n",
" \"0\": \"LABEL_0\",\n",
" \"1\": \"LABEL_1\",\n",
" \"2\": \"LABEL_2\"\n",
" },\n",
" \"init_std\": 0.02,\n",
" \"is_encoder_decoder\": true,\n",
" \"label2id\": {\n",
" \"LABEL_0\": 0,\n",
" \"LABEL_1\": 1,\n",
" \"LABEL_2\": 2\n",
" },\n",
" \"max_length\": 62,\n",
" \"max_position_embeddings\": 1024,\n",
" \"min_length\": 11,\n",
" \"model_type\": \"bart\",\n",
" \"no_repeat_ngram_size\": 3,\n",
" \"normalize_before\": false,\n",
" \"normalize_embedding\": true,\n",
" \"num_beams\": 6,\n",
" \"num_hidden_layers\": 12,\n",
" \"output_past\": true,\n",
" \"pad_token_id\": 1,\n",
" \"prefix\": \" \",\n",
" \"replacing_rate\": 0,\n",
" \"scale_embedding\": false,\n",
" \"static_position_embeddings\": false,\n",
" \"student_decoder_layers\": null,\n",
" \"student_encoder_layers\": null,\n",
" \"task_specific_params\": {},\n",
" \"torch_dtype\": \"float32\",\n",
" \"transformers_version\": \"4.21.1\",\n",
" \"use_cache\": true,\n",
" \"vocab_size\": 50264\n",
"}\n",
"\n",
"loading configuration file https://huggingface.co/Ayoola/clyde/resolve/main/config.json from cache at /root/.cache/huggingface/transformers/3925684a81d704d784ffab4bdb4097fcb08c20930badd3337c07782d0eb5d666.9b8c0031ba05106ba501a98678111e6eb1447b983b16dfba9960cba29742333d\n",
"Model config BartConfig {\n",
" \"_name_or_path\": \"Ayoola/clyde\",\n",
" \"_num_labels\": 3,\n",
" \"activation_dropout\": 0.0,\n",
" \"activation_function\": \"gelu\",\n",
" \"add_bias_logits\": false,\n",
" \"add_final_layer_norm\": false,\n",
" \"architectures\": [\n",
" \"BartForConditionalGeneration\"\n",
" ],\n",
" \"attention_dropout\": 0.0,\n",
" \"bos_token_id\": 0,\n",
" \"classif_dropout\": 0.0,\n",
" \"classifier_dropout\": 0.0,\n",
" \"d_model\": 1024,\n",
" \"decoder_attention_heads\": 16,\n",
" \"decoder_ffn_dim\": 4096,\n",
" \"decoder_layerdrop\": 0.0,\n",
" \"decoder_layers\": 12,\n",
" \"decoder_start_token_id\": 2,\n",
" \"dropout\": 0.1,\n",
" \"early_stopping\": true,\n",
" \"encoder_attention_heads\": 16,\n",
" \"encoder_ffn_dim\": 4096,\n",
" \"encoder_layerdrop\": 0.0,\n",
" \"encoder_layers\": 12,\n",
" \"eos_token_id\": 2,\n",
" \"eos_token_ids\": [\n",
" 2\n",
" ],\n",
" \"forced_eos_token_id\": 2,\n",
" \"gradient_checkpointing\": false,\n",
" \"id2label\": {\n",
" \"0\": \"LABEL_0\",\n",
" \"1\": \"LABEL_1\",\n",
" \"2\": \"LABEL_2\"\n",
" },\n",
" \"init_std\": 0.02,\n",
" \"is_encoder_decoder\": true,\n",
" \"label2id\": {\n",
" \"LABEL_0\": 0,\n",
" \"LABEL_1\": 1,\n",
" \"LABEL_2\": 2\n",
" },\n",
" \"max_length\": 62,\n",
" \"max_position_embeddings\": 1024,\n",
" \"min_length\": 11,\n",
" \"model_type\": \"bart\",\n",
" \"no_repeat_ngram_size\": 3,\n",
" \"normalize_before\": false,\n",
" \"normalize_embedding\": true,\n",
" \"num_beams\": 6,\n",
" \"num_hidden_layers\": 12,\n",
" \"output_past\": true,\n",
" \"pad_token_id\": 1,\n",
" \"prefix\": \" \",\n",
" \"replacing_rate\": 0,\n",
" \"scale_embedding\": false,\n",
" \"static_position_embeddings\": false,\n",
" \"student_decoder_layers\": null,\n",
" \"student_encoder_layers\": null,\n",
" \"task_specific_params\": {},\n",
" \"torch_dtype\": \"float32\",\n",
" \"transformers_version\": \"4.21.1\",\n",
" \"use_cache\": true,\n",
" \"vocab_size\": 50264\n",
"}\n",
"\n",
"loading weights file https://huggingface.co/Ayoola/clyde/resolve/main/pytorch_model.bin from cache at /root/.cache/huggingface/transformers/6974d0c32a3900e59ce81fe93488da86351c060548f66b355dfce8572b0616e3.d4e32efdf3309375c2f467e1288a2d31e8e14e1cb021c70a255d59c8dc532c47\n",
"All model checkpoint weights were used when initializing BartForConditionalGeneration.\n",
"\n",
"All the weights of BartForConditionalGeneration were initialized from the model checkpoint at Ayoola/clyde.\n",
"If your task is similar to the task the model of the checkpoint was trained on, you can already use BartForConditionalGeneration for predictions without further training.\n",
"https://huggingface.co/Ayoola/clyde/resolve/main/tokenizer_config.json not found in cache or force_download set to True, downloading to /root/.cache/huggingface/transformers/tmpt4776gsd\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"Downloading tokenizer_config.json: 0%| | 0.00/390 [00:00, ?B/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "ecb7fc9d07ac44248c795d95cf949231"
}
},
"metadata": {}
},
{
"output_type": "stream",
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"[{'summary_text': \"Ayo hasn't built the model yet. Che is working on converting the transcriptions to the right format.\"}]"
]
},
"metadata": {},
"execution_count": 44
}
]
}
]
}