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Model: arcee-ai/MyAlee-Qwen-Instruct-v2-16k-v1 Source: Original Platform
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.ipynb_checkpoints/README-checkpoint.md
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---
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license: apache-2.0
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base_model: Qwen/Qwen2-7B
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tags:
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- generated_from_trainer
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model-index:
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- name: outputs/out
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results: []
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---
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||||||
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||||||
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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||||||
|
should probably proofread and complete it, then remove this comment. -->
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||||||
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||||||
|
[<img src="https://raw.githubusercontent.com/OpenAccess-AI-Collective/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/OpenAccess-AI-Collective/axolotl)
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<details><summary>See axolotl config</summary>
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axolotl version: `0.4.1`
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```yaml
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base_model: Qwen/Qwen2-7B
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trust_remote_code: true
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||||||
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chat_template: chatml
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||||||
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||||||
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load_in_8bit: false
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||||||
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# load_in_4bit: true
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||||||
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strict: false
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||||||
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datasets:
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- path: arcee-ai/MyAlee-Education-Instructions-V2
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type: sharegpt
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field_messages: messages
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- path: Crystalcareai/Orca-Reka
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type: alpaca
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||||||
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||||||
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dataset_prepared_path:
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||||||
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val_set_size: 0
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||||||
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output_dir: ./outputs/out
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||||||
|
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||||||
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sequence_len: 16384
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||||||
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sample_packing: true
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||||||
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eval_sample_packing: false
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||||||
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pad_to_sequence_len: true
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||||||
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||||||
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# adapter: qlora
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||||||
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# lora_model_dir:
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# lora_r: 32
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# lora_alpha: 64
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# lora_dropout: 0.05
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# lora_target_linear: true
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# lora_fan_in_fan_out:
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# wandb_project: qwen2-education
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# wandb_entity:
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||||||
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# wandb_watch:
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||||||
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# wandb_name:
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||||||
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# wandb_log_model:
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||||||
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||||||
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gradient_accumulation_steps: 4
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||||||
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micro_batch_size: 1
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||||||
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num_epochs: 5
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||||||
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optimizer: adamw_torch_fused
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||||||
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lr_scheduler: cosine
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||||||
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learning_rate: 1e-5
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||||||
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||||||
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train_on_inputs: false
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||||||
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group_by_length: false
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||||||
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bf16: auto
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fp16:
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tf32: true
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gradient_checkpointing: true
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||||||
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gradient_checkpointing_kwargs:
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use_reentrant: false
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||||||
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early_stopping_patience:
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||||||
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resume_from_checkpoint:
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local_rank:
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logging_steps: 1
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xformers_attention:
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flash_attention: true
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warmup_steps: 10
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evals_per_epoch: 0
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saves_per_epoch: 1
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max_total_saves: 2
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||||||
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debug:
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deepspeed: /workspace/axolotl/deepspeed_configs/zero3_bf16.json
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weight_decay: 0.1
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||||||
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# fsdp:
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||||||
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# - full_shard
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||||||
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# - auto_wrap
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||||||
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# fsdp_config:
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||||||
|
# fsdp_limit_all_gathers: true
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||||||
|
# fsdp_sync_module_states: true
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||||||
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# fsdp_offload_params: true
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||||||
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# fsdp_use_orig_params: false
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||||||
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# fsdp_cpu_ram_efficient_loading: true
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||||||
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# fsdp_auto_wrap_policy: TRANSFORMER_BASED_WRAP
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||||||
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# fsdp_transformer_layer_cls_to_wrap: Qwen2DecoderLayer
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||||||
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# fsdp_state_dict_type: FULL_STATE_DICT
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||||||
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special_tokens:
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||||||
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pad_token: "<|endoftext|>"
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||||||
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eos_token: "<|im_end|>"
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||||||
|
```
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||||||
|
|
||||||
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</details><br>
|
||||||
|
|
||||||
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# outputs/out
|
||||||
|
|
||||||
|
This model is a fine-tuned version of [Qwen/Qwen2-7B](https://huggingface.co/Qwen/Qwen2-7B) on the None dataset.
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||||||
|
|
||||||
|
## Model description
|
||||||
|
|
||||||
|
More information needed
|
||||||
|
|
||||||
|
## Intended uses & limitations
|
||||||
|
|
||||||
|
More information needed
|
||||||
|
|
||||||
|
## Training and evaluation data
|
||||||
|
|
||||||
|
More information needed
|
||||||
|
|
||||||
|
## Training procedure
|
||||||
|
|
||||||
|
### Training hyperparameters
|
||||||
|
|
||||||
|
The following hyperparameters were used during training:
|
||||||
|
- learning_rate: 1e-05
|
||||||
|
- train_batch_size: 1
|
||||||
|
- eval_batch_size: 1
|
||||||
|
- seed: 42
|
||||||
|
- distributed_type: multi-GPU
|
||||||
|
- num_devices: 8
|
||||||
|
- gradient_accumulation_steps: 4
|
||||||
|
- total_train_batch_size: 32
|
||||||
|
- total_eval_batch_size: 8
|
||||||
|
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
||||||
|
- lr_scheduler_type: cosine
|
||||||
|
- lr_scheduler_warmup_steps: 10
|
||||||
|
- num_epochs: 5
|
||||||
|
|
||||||
|
### Training results
|
||||||
|
|
||||||
|
|
||||||
|
|
||||||
|
### Framework versions
|
||||||
|
|
||||||
|
- Transformers 4.41.2
|
||||||
|
- Pytorch 2.1.1+cu121
|
||||||
|
- Datasets 2.19.1
|
||||||
|
- Tokenizers 0.19.1
|
||||||
151388
.ipynb_checkpoints/merges-checkpoint.txt
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151388
.ipynb_checkpoints/merges-checkpoint.txt
Normal file
File diff suppressed because it is too large
Load Diff
150
README.md
Normal file
150
README.md
Normal file
@@ -0,0 +1,150 @@
|
|||||||
|
---
|
||||||
|
license: apache-2.0
|
||||||
|
base_model: Qwen/Qwen2-7B
|
||||||
|
tags:
|
||||||
|
- generated_from_trainer
|
||||||
|
model-index:
|
||||||
|
- name: outputs/out
|
||||||
|
results: []
|
||||||
|
---
|
||||||
|
|
||||||
|
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
|
||||||
|
should probably proofread and complete it, then remove this comment. -->
|
||||||
|
|
||||||
|
[<img src="https://raw.githubusercontent.com/OpenAccess-AI-Collective/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/OpenAccess-AI-Collective/axolotl)
|
||||||
|
<details><summary>See axolotl config</summary>
|
||||||
|
|
||||||
|
axolotl version: `0.4.1`
|
||||||
|
```yaml
|
||||||
|
base_model: Qwen/Qwen2-7B
|
||||||
|
trust_remote_code: true
|
||||||
|
chat_template: chatml
|
||||||
|
|
||||||
|
load_in_8bit: false
|
||||||
|
# load_in_4bit: true
|
||||||
|
strict: false
|
||||||
|
|
||||||
|
datasets:
|
||||||
|
- path: arcee-ai/MyAlee-Education-Instructions-V2
|
||||||
|
type: sharegpt
|
||||||
|
field_messages: messages
|
||||||
|
- path: Crystalcareai/Orca-Reka
|
||||||
|
type: alpaca
|
||||||
|
|
||||||
|
dataset_prepared_path:
|
||||||
|
val_set_size: 0
|
||||||
|
output_dir: ./outputs/out
|
||||||
|
|
||||||
|
sequence_len: 16384
|
||||||
|
sample_packing: true
|
||||||
|
eval_sample_packing: false
|
||||||
|
pad_to_sequence_len: true
|
||||||
|
|
||||||
|
# adapter: qlora
|
||||||
|
# lora_model_dir:
|
||||||
|
# lora_r: 32
|
||||||
|
# lora_alpha: 64
|
||||||
|
# lora_dropout: 0.05
|
||||||
|
# lora_target_linear: true
|
||||||
|
# lora_fan_in_fan_out:
|
||||||
|
|
||||||
|
# wandb_project: qwen2-education
|
||||||
|
# wandb_entity:
|
||||||
|
# wandb_watch:
|
||||||
|
# wandb_name:
|
||||||
|
# wandb_log_model:
|
||||||
|
|
||||||
|
gradient_accumulation_steps: 4
|
||||||
|
micro_batch_size: 1
|
||||||
|
num_epochs: 5
|
||||||
|
optimizer: adamw_torch_fused
|
||||||
|
lr_scheduler: cosine
|
||||||
|
learning_rate: 1e-5
|
||||||
|
|
||||||
|
train_on_inputs: false
|
||||||
|
group_by_length: false
|
||||||
|
bf16: auto
|
||||||
|
fp16:
|
||||||
|
tf32: true
|
||||||
|
|
||||||
|
gradient_checkpointing: true
|
||||||
|
gradient_checkpointing_kwargs:
|
||||||
|
use_reentrant: false
|
||||||
|
early_stopping_patience:
|
||||||
|
resume_from_checkpoint:
|
||||||
|
local_rank:
|
||||||
|
logging_steps: 1
|
||||||
|
xformers_attention:
|
||||||
|
flash_attention: true
|
||||||
|
|
||||||
|
warmup_steps: 10
|
||||||
|
evals_per_epoch: 0
|
||||||
|
saves_per_epoch: 1
|
||||||
|
max_total_saves: 2
|
||||||
|
debug:
|
||||||
|
deepspeed: /workspace/axolotl/deepspeed_configs/zero3_bf16.json
|
||||||
|
weight_decay: 0.1
|
||||||
|
# fsdp:
|
||||||
|
# - full_shard
|
||||||
|
# - auto_wrap
|
||||||
|
# fsdp_config:
|
||||||
|
# fsdp_limit_all_gathers: true
|
||||||
|
# fsdp_sync_module_states: true
|
||||||
|
# fsdp_offload_params: true
|
||||||
|
# fsdp_use_orig_params: false
|
||||||
|
# fsdp_cpu_ram_efficient_loading: true
|
||||||
|
# fsdp_auto_wrap_policy: TRANSFORMER_BASED_WRAP
|
||||||
|
# fsdp_transformer_layer_cls_to_wrap: Qwen2DecoderLayer
|
||||||
|
# fsdp_state_dict_type: FULL_STATE_DICT
|
||||||
|
special_tokens:
|
||||||
|
pad_token: "<|endoftext|>"
|
||||||
|
eos_token: "<|im_end|>"
|
||||||
|
```
|
||||||
|
|
||||||
|
</details><br>
|
||||||
|
|
||||||
|
# outputs/out
|
||||||
|
|
||||||
|
This model is a fine-tuned version of [Qwen/Qwen2-7B](https://huggingface.co/Qwen/Qwen2-7B) on the None dataset.
|
||||||
|
|
||||||
|
## Model description
|
||||||
|
|
||||||
|
More information needed
|
||||||
|
|
||||||
|
## Intended uses & limitations
|
||||||
|
|
||||||
|
More information needed
|
||||||
|
|
||||||
|
## Training and evaluation data
|
||||||
|
|
||||||
|
More information needed
|
||||||
|
|
||||||
|
## Training procedure
|
||||||
|
|
||||||
|
### Training hyperparameters
|
||||||
|
|
||||||
|
The following hyperparameters were used during training:
|
||||||
|
- learning_rate: 1e-05
|
||||||
|
- train_batch_size: 1
|
||||||
|
- eval_batch_size: 1
|
||||||
|
- seed: 42
|
||||||
|
- distributed_type: multi-GPU
|
||||||
|
- num_devices: 8
|
||||||
|
- gradient_accumulation_steps: 4
|
||||||
|
- total_train_batch_size: 32
|
||||||
|
- total_eval_batch_size: 8
|
||||||
|
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
|
||||||
|
- lr_scheduler_type: cosine
|
||||||
|
- lr_scheduler_warmup_steps: 10
|
||||||
|
- num_epochs: 5
|
||||||
|
|
||||||
|
### Training results
|
||||||
|
|
||||||
|
|
||||||
|
|
||||||
|
### Framework versions
|
||||||
|
|
||||||
|
- Transformers 4.41.2
|
||||||
|
- Pytorch 2.1.1+cu121
|
||||||
|
- Datasets 2.19.1
|
||||||
|
- Tokenizers 0.19.1
|
||||||
5
added_tokens.json
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added_tokens.json
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{
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"<|endoftext|>": 151643,
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"<|im_end|>": 151645,
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"<|im_start|>": 151644
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}
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27
config.json
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config.json
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{
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"_name_or_path": "Qwen/Qwen2-7B",
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"architectures": [
|
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"Qwen2ForCausalLM"
|
||||||
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],
|
||||||
|
"attention_dropout": 0.0,
|
||||||
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"eos_token_id": 151645,
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"hidden_act": "silu",
|
||||||
|
"hidden_size": 3584,
|
||||||
|
"initializer_range": 0.02,
|
||||||
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"intermediate_size": 18944,
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"max_position_embeddings": 131072,
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"max_window_layers": 28,
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"model_type": "qwen2",
|
||||||
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"num_attention_heads": 28,
|
||||||
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"num_hidden_layers": 28,
|
||||||
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"num_key_value_heads": 4,
|
||||||
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"rms_norm_eps": 1e-06,
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||||||
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"rope_theta": 1000000.0,
|
||||||
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"sliding_window": 131072,
|
||||||
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"tie_word_embeddings": false,
|
||||||
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"torch_dtype": "bfloat16",
|
||||||
|
"transformers_version": "4.41.2",
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||||||
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"use_cache": false,
|
||||||
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"use_sliding_window": false,
|
||||||
|
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151388
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Load Diff
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"model.layers.9.self_attn.k_proj.bias": "model-00002-of-00004.safetensors",
|
||||||
|
"model.layers.9.self_attn.k_proj.weight": "model-00002-of-00004.safetensors",
|
||||||
|
"model.layers.9.self_attn.o_proj.weight": "model-00002-of-00004.safetensors",
|
||||||
|
"model.layers.9.self_attn.q_proj.bias": "model-00002-of-00004.safetensors",
|
||||||
|
"model.layers.9.self_attn.q_proj.weight": "model-00002-of-00004.safetensors",
|
||||||
|
"model.layers.9.self_attn.v_proj.bias": "model-00002-of-00004.safetensors",
|
||||||
|
"model.layers.9.self_attn.v_proj.weight": "model-00002-of-00004.safetensors",
|
||||||
|
"model.norm.weight": "model-00003-of-00004.safetensors"
|
||||||
|
}
|
||||||
|
}
|
||||||
20
special_tokens_map.json
Normal file
20
special_tokens_map.json
Normal file
@@ -0,0 +1,20 @@
|
|||||||
|
{
|
||||||
|
"additional_special_tokens": [
|
||||||
|
"<|im_start|>",
|
||||||
|
"<|im_end|>"
|
||||||
|
],
|
||||||
|
"eos_token": {
|
||||||
|
"content": "<|im_end|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
},
|
||||||
|
"pad_token": {
|
||||||
|
"content": "<|endoftext|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false
|
||||||
|
}
|
||||||
|
}
|
||||||
303112
tokenizer.json
Normal file
303112
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
43
tokenizer_config.json
Normal file
43
tokenizer_config.json
Normal file
@@ -0,0 +1,43 @@
|
|||||||
|
{
|
||||||
|
"add_prefix_space": false,
|
||||||
|
"added_tokens_decoder": {
|
||||||
|
"151643": {
|
||||||
|
"content": "<|endoftext|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"151644": {
|
||||||
|
"content": "<|im_start|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"151645": {
|
||||||
|
"content": "<|im_end|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"additional_special_tokens": [
|
||||||
|
"<|im_start|>",
|
||||||
|
"<|im_end|>"
|
||||||
|
],
|
||||||
|
"bos_token": null,
|
||||||
|
"chat_template": "{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% 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": "<|im_end|>",
|
||||||
|
"errors": "replace",
|
||||||
|
"model_max_length": 32768,
|
||||||
|
"pad_token": "<|endoftext|>",
|
||||||
|
"split_special_tokens": false,
|
||||||
|
"tokenizer_class": "Qwen2Tokenizer",
|
||||||
|
"unk_token": null
|
||||||
|
}
|
||||||
1
vocab.json
Normal file
1
vocab.json
Normal file
File diff suppressed because one or more lines are too long
Reference in New Issue
Block a user