Instructions to use Presto-Design/llm_adapter_vectorizer_qwen7b with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Presto-Design/llm_adapter_vectorizer_qwen7b with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("Presto-Design/llm_adapter_vectorizer_qwen7b", dtype="auto") - Notebooks
- Google Colab
- Kaggle
| 2025-03-27 16:13:04,036 INFO MainThread:16 [wandb_setup.py:_flush():67] Current SDK version is 0.19.8 | |
| 2025-03-27 16:13:04,036 INFO MainThread:16 [wandb_setup.py:_flush():67] Configure stats pid to 16 | |
| 2025-03-27 16:13:04,037 INFO MainThread:16 [wandb_setup.py:_flush():67] Loading settings from /root/.config/wandb/settings | |
| 2025-03-27 16:13:04,037 INFO MainThread:16 [wandb_setup.py:_flush():67] Loading settings from /__modal/volumes/vo-zP0ghsQV6DiU6Qojs8orU6/creator-image-assets/20250327-09-08-meek-partridge/wandb/settings | |
| 2025-03-27 16:13:04,037 INFO MainThread:16 [wandb_setup.py:_flush():67] Loading settings from environment variables | |
| 2025-03-27 16:13:04,038 INFO MainThread:16 [wandb_init.py:setup_run_log_directory():647] Logging user logs to /__modal/volumes/vo-zP0ghsQV6DiU6Qojs8orU6/creator-image-assets/20250327-09-08-meek-partridge/wandb/run-20250327_161304-ge3iaap6/logs/debug.log | |
| 2025-03-27 16:13:04,039 INFO MainThread:16 [wandb_init.py:setup_run_log_directory():648] Logging internal logs to /__modal/volumes/vo-zP0ghsQV6DiU6Qojs8orU6/creator-image-assets/20250327-09-08-meek-partridge/wandb/run-20250327_161304-ge3iaap6/logs/debug-internal.log | |
| 2025-03-27 16:13:04,039 INFO MainThread:16 [wandb_init.py:init():761] calling init triggers | |
| 2025-03-27 16:13:04,040 INFO MainThread:16 [wandb_init.py:init():766] wandb.init called with sweep_config: {} | |
| config: {'output_dir': '.', 'overwrite_output_dir': False, 'do_train': False, 'do_eval': True, 'do_predict': False, 'eval_strategy': <IntervalStrategy.STEPS: 'steps'>, 'prediction_loss_only': False, 'per_device_train_batch_size': 3, 'per_device_eval_batch_size': 3, 'per_gpu_train_batch_size': None, 'per_gpu_eval_batch_size': None, 'gradient_accumulation_steps': 1, 'eval_accumulation_steps': None, 'eval_delay': 0, 'torch_empty_cache_steps': None, 'learning_rate': 4e-05, 'weight_decay': 0.0, 'adam_beta1': 0.9, 'adam_beta2': 0.999, 'adam_epsilon': 1e-08, 'max_grad_norm': 1.0, 'num_train_epochs': 2, 'max_steps': -1, 'lr_scheduler_type': <SchedulerType.LINEAR: 'linear'>, 'lr_scheduler_kwargs': {}, 'warmup_ratio': 0.0, 'warmup_steps': 0, 'log_level': 'passive', 'log_level_replica': 'warning', 'log_on_each_node': True, 'logging_dir': './logs', 'logging_strategy': <IntervalStrategy.STEPS: 'steps'>, 'logging_first_step': False, 'logging_steps': 200, 'logging_nan_inf_filter': True, 'save_strategy': <SaveStrategy.STEPS: 'steps'>, 'save_steps': 2000, 'save_total_limit': 5, 'save_safetensors': True, 'save_on_each_node': False, 'save_only_model': False, 'restore_callback_states_from_checkpoint': False, 'no_cuda': False, 'use_cpu': False, 'use_mps_device': False, 'seed': 42, 'data_seed': None, 'jit_mode_eval': False, 'use_ipex': False, 'bf16': True, 'fp16': False, 'fp16_opt_level': 'O1', 'half_precision_backend': 'auto', 'bf16_full_eval': False, 'fp16_full_eval': False, 'tf32': None, 'local_rank': 0, 'ddp_backend': None, 'tpu_num_cores': None, 'tpu_metrics_debug': False, 'debug': [], 'dataloader_drop_last': False, 'eval_steps': 2000, 'dataloader_num_workers': 0, 'dataloader_prefetch_factor': None, 'past_index': -1, 'run_name': '20250327-09-08-meek-partridge', 'disable_tqdm': False, 'remove_unused_columns': False, 'label_names': None, 'load_best_model_at_end': False, 'metric_for_best_model': 'loss', 'greater_is_better': False, 'ignore_data_skip': False, 'fsdp': [], 'fsdp_min_num_params': 0, 'fsdp_config': {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}, 'fsdp_transformer_layer_cls_to_wrap': None, 'accelerator_config': {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None, 'use_configured_state': False}, 'deepspeed': None, 'label_smoothing_factor': 0.0, 'optim': <OptimizerNames.ADAMW_BNB: 'adamw_bnb_8bit'>, 'optim_args': None, 'adafactor': False, 'group_by_length': False, 'length_column_name': 'length', 'report_to': ['wandb'], 'ddp_find_unused_parameters': None, 'ddp_bucket_cap_mb': None, 'ddp_broadcast_buffers': None, 'dataloader_pin_memory': True, 'dataloader_persistent_workers': False, 'skip_memory_metrics': True, 'use_legacy_prediction_loop': False, 'push_to_hub': True, 'resume_from_checkpoint': None, 'hub_model_id': 'Presto-Design/llm_adapter_vectorizer_qwen7b', 'hub_strategy': <HubStrategy.EVERY_SAVE: 'every_save'>, 'hub_token': None, 'hub_private_repo': None, 'hub_always_push': False, 'gradient_checkpointing': False, 'gradient_checkpointing_kwargs': None, 'include_inputs_for_metrics': False, 'include_for_metrics': [], 'eval_do_concat_batches': True, 'fp16_backend': 'auto', 'evaluation_strategy': None, 'push_to_hub_model_id': None, 'push_to_hub_organization': None, 'push_to_hub_token': None, '_n_gpu': 1, 'mp_parameters': '', 'auto_find_batch_size': False, 'full_determinism': False, 'torchdynamo': None, 'ray_scope': 'last', 'ddp_timeout': 1800, 'torch_compile': False, 'torch_compile_backend': None, 'torch_compile_mode': None, 'dispatch_batches': None, 'split_batches': None, 'include_tokens_per_second': False, 'include_num_input_tokens_seen': False, 'neftune_noise_alpha': None, 'optim_target_modules': None, 'batch_eval_metrics': False, 'eval_on_start': False, 'use_liger_kernel': False, 'eval_use_gather_object': False, 'average_tokens_across_devices': False, 'model_init_kwargs': None, 'use_liger': True, 'dataset_text_field': 'text', 'dataset_kwargs': {'skip_prepare_dataset': True}, 'dataset_num_proc': None, 'max_seq_length': 1024, 'packing': False, 'eval_packing': None, 'dataset_batch_size': None, 'num_of_sequences': None, 'chars_per_token': None, '_wandb': {}} | |
| 2025-03-27 16:13:04,041 INFO MainThread:16 [wandb_init.py:init():784] starting backend | |
| 2025-03-27 16:13:04,041 INFO MainThread:16 [wandb_init.py:init():788] sending inform_init request | |
| 2025-03-27 16:13:04,052 INFO MainThread:16 [backend.py:_multiprocessing_setup():101] multiprocessing start_methods=fork,spawn,forkserver, using: spawn | |
| 2025-03-27 16:13:04,053 INFO MainThread:16 [wandb_init.py:init():798] backend started and connected | |
| 2025-03-27 16:13:04,056 INFO MainThread:16 [wandb_init.py:init():891] updated telemetry | |
| 2025-03-27 16:13:04,060 INFO MainThread:16 [wandb_init.py:init():915] communicating run to backend with 90.0 second timeout | |
| 2025-03-27 16:13:04,623 INFO MainThread:16 [wandb_init.py:init():990] starting run threads in backend | |
| 2025-03-27 16:13:04,968 INFO MainThread:16 [wandb_run.py:_console_start():2375] atexit reg | |
| 2025-03-27 16:13:04,969 INFO MainThread:16 [wandb_run.py:_redirect():2227] redirect: wrap_raw | |
| 2025-03-27 16:13:04,969 INFO MainThread:16 [wandb_run.py:_redirect():2292] Wrapping output streams. | |
| 2025-03-27 16:13:04,970 INFO MainThread:16 [wandb_run.py:_redirect():2315] Redirects installed. | |
| 2025-03-27 16:13:04,978 INFO MainThread:16 [wandb_init.py:init():1032] run started, returning control to user process | |
| 2025-03-27 16:13:08,227 INFO MainThread:16 [wandb_run.py:_config_callback():1261] config_cb None None {'peft_config': {'default': {'task_type': 'CAUSAL_LM', 'peft_type': <PeftType.LORA: 'LORA'>, 'auto_mapping': None, 'base_model_name_or_path': 'Qwen/Qwen2.5-VL-7B-Instruct', 'revision': None, 'inference_mode': False, 'r': 16, 'target_modules': {'up_proj', 'o_proj', 'v_proj', 'q_proj', 'k_proj', 'down_proj', 'gate_proj'}, 'exclude_modules': None, 'lora_alpha': 32, 'lora_dropout': 0.05, 'fan_in_fan_out': False, 'bias': 'none', 'use_rslora': False, 'modules_to_save': None, 'init_lora_weights': True, 'layers_to_transform': None, 'layers_pattern': None, 'rank_pattern': {}, 'alpha_pattern': {}, 'megatron_config': None, 'megatron_core': 'megatron.core', 'loftq_config': {}, 'eva_config': None, 'use_dora': False, 'layer_replication': None, 'runtime_config': {'ephemeral_gpu_offload': False}, 'lora_bias': False}}, 'vision_config': {'return_dict': True, 'output_hidden_states': False, 'output_attentions': False, 'torchscript': False, 'torch_dtype': 'bfloat16', 'use_bfloat16': False, 'tf_legacy_loss': False, 'pruned_heads': {}, 'tie_word_embeddings': True, 'chunk_size_feed_forward': 0, 'is_encoder_decoder': False, 'is_decoder': False, 'cross_attention_hidden_size': None, 'add_cross_attention': False, 'tie_encoder_decoder': False, 'max_length': 20, 'min_length': 0, 'do_sample': False, 'early_stopping': False, 'num_beams': 1, 'num_beam_groups': 1, 'diversity_penalty': 0.0, 'temperature': 1.0, 'top_k': 50, 'top_p': 1.0, 'typical_p': 1.0, 'repetition_penalty': 1.0, 'length_penalty': 1.0, 'no_repeat_ngram_size': 0, 'encoder_no_repeat_ngram_size': 0, 'bad_words_ids': None, 'num_return_sequences': 1, 'output_scores': False, 'return_dict_in_generate': False, 'forced_bos_token_id': None, 'forced_eos_token_id': None, 'remove_invalid_values': False, 'exponential_decay_length_penalty': None, 'suppress_tokens': None, 'begin_suppress_tokens': None, 'architectures': None, 'finetuning_task': None, 'id2label': {0: 'LABEL_0', 1: 'LABEL_1'}, 'label2id': {'LABEL_0': 0, 'LABEL_1': 1}, 'tokenizer_class': None, 'prefix': None, 'bos_token_id': None, 'pad_token_id': None, 'eos_token_id': None, 'sep_token_id': None, 'decoder_start_token_id': None, 'task_specific_params': None, 'problem_type': None, '_name_or_path': '', '_attn_implementation_autoset': False, 'in_chans': 3, 'spatial_patch_size': 14, 'depth': 32, 'hidden_size': 1280, 'hidden_act': 'silu', 'intermediate_size': 3420, 'num_heads': 16, 'in_channels': 3, 'patch_size': 14, 'spatial_merge_size': 2, 'temporal_patch_size': 2, 'tokens_per_second': 2, 'window_size': 112, 'fullatt_block_indexes': [7, 15, 23, 31], 'out_hidden_size': 3584, 'model_type': 'qwen2_5_vl'}, 'vocab_size': 152064, 'max_position_embeddings': 128000, 'hidden_size': 3584, 'intermediate_size': 18944, 'num_hidden_layers': 28, 'num_attention_heads': 28, 'use_sliding_window': False, 'sliding_window': 32768, 'max_window_layers': 28, 'num_key_value_heads': 4, 'hidden_act': 'silu', 'initializer_range': 0.02, 'rms_norm_eps': 1e-06, 'use_cache': True, 'rope_theta': 1000000.0, 'attention_dropout': 0.0, 'rope_scaling': {'type': 'default', 'mrope_section': [16, 24, 24], 'rope_type': 'default'}, 'return_dict': True, 'output_hidden_states': False, 'output_attentions': False, 'torchscript': False, 'torch_dtype': 'bfloat16', 'use_bfloat16': False, 'tf_legacy_loss': False, 'pruned_heads': {}, 'tie_word_embeddings': False, 'chunk_size_feed_forward': 0, 'is_encoder_decoder': False, 'is_decoder': False, 'cross_attention_hidden_size': None, 'add_cross_attention': False, 'tie_encoder_decoder': False, 'max_length': 20, 'min_length': 0, 'do_sample': False, 'early_stopping': False, 'num_beams': 1, 'num_beam_groups': 1, 'diversity_penalty': 0.0, 'temperature': 1.0, 'top_k': 50, 'top_p': 1.0, 'typical_p': 1.0, 'repetition_penalty': 1.0, 'length_penalty': 1.0, 'no_repeat_ngram_size': 0, 'encoder_no_repeat_ngram_size': 0, 'bad_words_ids': None, 'num_return_sequences': 1, 'output_scores': False, 'return_dict_in_generate': False, 'forced_bos_token_id': None, 'forced_eos_token_id': None, 'remove_invalid_values': False, 'exponential_decay_length_penalty': None, 'suppress_tokens': None, 'begin_suppress_tokens': None, 'architectures': ['Qwen2_5_VLForConditionalGeneration'], 'finetuning_task': None, 'id2label': {0: 'LABEL_0', 1: 'LABEL_1'}, 'label2id': {'LABEL_0': 0, 'LABEL_1': 1}, 'tokenizer_class': None, 'prefix': None, 'bos_token_id': 151643, 'pad_token_id': None, 'eos_token_id': 151645, 'sep_token_id': None, 'decoder_start_token_id': None, 'task_specific_params': None, 'problem_type': None, '_name_or_path': 'Qwen/Qwen2.5-VL-7B-Instruct', '_attn_implementation_autoset': True, 'transformers_version': '4.49.0', 'vision_start_token_id': 151652, 'vision_end_token_id': 151653, 'vision_token_id': 151654, 'image_token_id': 151655, 'video_token_id': 151656, 'model_type': 'qwen2_5_vl', 'output_dir': '.', 'overwrite_output_dir': False, 'do_train': False, 'do_eval': True, 'do_predict': False, 'eval_strategy': 'steps', 'prediction_loss_only': False, 'per_device_train_batch_size': 3, 'per_device_eval_batch_size': 3, 'per_gpu_train_batch_size': None, 'per_gpu_eval_batch_size': None, 'gradient_accumulation_steps': 1, 'eval_accumulation_steps': None, 'eval_delay': 0, 'torch_empty_cache_steps': None, 'learning_rate': 4e-05, 'weight_decay': 0.0, 'adam_beta1': 0.9, 'adam_beta2': 0.999, 'adam_epsilon': 1e-08, 'max_grad_norm': 1.0, 'num_train_epochs': 2, 'max_steps': -1, 'lr_scheduler_type': 'linear', 'lr_scheduler_kwargs': {}, 'warmup_ratio': 0.0, 'warmup_steps': 0, 'log_level': 'passive', 'log_level_replica': 'warning', 'log_on_each_node': True, 'logging_dir': './logs', 'logging_strategy': 'steps', 'logging_first_step': False, 'logging_steps': 200, 'logging_nan_inf_filter': True, 'save_strategy': 'steps', 'save_steps': 2000, 'save_total_limit': 5, 'save_safetensors': True, 'save_on_each_node': False, 'save_only_model': False, 'restore_callback_states_from_checkpoint': False, 'no_cuda': False, 'use_cpu': False, 'use_mps_device': False, 'seed': 42, 'data_seed': None, 'jit_mode_eval': False, 'use_ipex': False, 'bf16': True, 'fp16': False, 'fp16_opt_level': 'O1', 'half_precision_backend': 'auto', 'bf16_full_eval': False, 'fp16_full_eval': False, 'tf32': None, 'local_rank': 0, 'ddp_backend': None, 'tpu_num_cores': None, 'tpu_metrics_debug': False, 'debug': [], 'dataloader_drop_last': False, 'eval_steps': 2000, 'dataloader_num_workers': 0, 'dataloader_prefetch_factor': None, 'past_index': -1, 'run_name': '20250327-09-08-meek-partridge', 'disable_tqdm': False, 'remove_unused_columns': False, 'label_names': None, 'load_best_model_at_end': False, 'metric_for_best_model': 'loss', 'greater_is_better': False, 'ignore_data_skip': False, 'fsdp': [], 'fsdp_min_num_params': 0, 'fsdp_config': {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}, 'fsdp_transformer_layer_cls_to_wrap': None, 'accelerator_config': {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}, 'deepspeed': None, 'label_smoothing_factor': 0.0, 'optim': 'adamw_bnb_8bit', 'optim_args': None, 'adafactor': False, 'group_by_length': False, 'length_column_name': 'length', 'report_to': ['wandb'], 'ddp_find_unused_parameters': None, 'ddp_bucket_cap_mb': None, 'ddp_broadcast_buffers': None, 'dataloader_pin_memory': True, 'dataloader_persistent_workers': False, 'skip_memory_metrics': True, 'use_legacy_prediction_loop': False, 'push_to_hub': True, 'resume_from_checkpoint': None, 'hub_model_id': 'Presto-Design/llm_adapter_vectorizer_qwen7b', 'hub_strategy': 'every_save', 'hub_token': '<HUB_TOKEN>', 'hub_private_repo': None, 'hub_always_push': False, 'gradient_checkpointing': False, 'gradient_checkpointing_kwargs': None, 'include_inputs_for_metrics': False, 'include_for_metrics': [], 'eval_do_concat_batches': True, 'fp16_backend': 'auto', 'evaluation_strategy': None, 'push_to_hub_model_id': None, 'push_to_hub_organization': None, 'push_to_hub_token': '<PUSH_TO_HUB_TOKEN>', 'mp_parameters': '', 'auto_find_batch_size': False, 'full_determinism': False, 'torchdynamo': None, 'ray_scope': 'last', 'ddp_timeout': 1800, 'torch_compile': False, 'torch_compile_backend': None, 'torch_compile_mode': None, 'dispatch_batches': None, 'split_batches': None, 'include_tokens_per_second': False, 'include_num_input_tokens_seen': False, 'neftune_noise_alpha': None, 'optim_target_modules': None, 'batch_eval_metrics': False, 'eval_on_start': False, 'use_liger_kernel': False, 'eval_use_gather_object': False, 'average_tokens_across_devices': False, 'model_init_kwargs': None, 'use_liger': True, 'dataset_text_field': 'text', 'dataset_kwargs': {'skip_prepare_dataset': True}, 'dataset_num_proc': None, 'max_seq_length': 1024, 'packing': False, 'eval_packing': None, 'dataset_batch_size': None, 'num_of_sequences': None, 'chars_per_token': '<CHARS_PER_TOKEN>'} | |
| 2025-03-27 16:13:08,240 INFO MainThread:16 [wandb_config.py:__setitem__():154] config set model/num_parameters = 8339756032 - <bound method Run._config_callback of <wandb.sdk.wandb_run.Run object at 0x2a8ee6ddf380>> | |
| 2025-03-27 16:13:08,241 INFO MainThread:16 [wandb_run.py:_config_callback():1261] config_cb model/num_parameters 8339756032 None | |