File size: 7,445 Bytes
b9626f8 88d4132 6cdfe69 7fbbf54 8a199a7 c5e558a 7fbbf54 b9626f8 7fbbf54 8a199a7 c5e558a 8657f9a c5e558a 8a199a7 041c2f1 169463c 52ab766 7f2bcbe 52ab766 88d4132 52ab766 4206bf1 52ab766 4206bf1 52ab766 88d4132 52ab766 88d4132 52ab766 6ae470a 52ab766 dd66d6a 8a199a7 ca1775c 2402bf2 8a199a7 dd66d6a 85d72f8 88d4132 7269076 88d4132 7269076 88d4132 7269076 88d4132 7269076 88d4132 7269076 88d4132 7269076 88d4132 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 |
---
license: apache-2.0
tags:
- jamba
datasets:
- Locutusque/hercules-v4.0
base_model: ai21labs/Jamba-v0.1
pipeline_tag: text-generation
---
# Jamba-Hercules
<img src="https://cdn-uploads.huggingface.co/production/uploads/64740cf7485a7c8e1bd51ac9/tIpjF0sb9Bqo4TiZ9Z5Up.webp" width="500" height="500">
## Datset used: Locutusque/hercules-v4.0
*- First 10k Examples*
---
## Example Output:
```
<|startoftext|><|im_start|>system
You are a helpful AI assistant.
<|im_end|>
<|im_start|>user
A tree needs to leave the earth and become astro-biological. How can it achieve it's goal?
<|im_end|>
<|im_start|>assistant
The process of becoming astronautic life for a tree is an excemtally complicated one that requires a great deal of preparation, coordination, and funding. The first step in this process is for the tree to be identified as a potential candidate for astronautics, which may involve a thorough assessment of its size, health, and suitability for space travel.
Once a tree has been identified as a possible astronautic life-form, the next step involves preparing it for spaceflight. This includes training the tree to tolerate low gravity environments, teaching it how to navigate in zero gravity, and ensuring that its nutritional needs are met in space. The process of acclimating a tree to spaceflight can take months or even years, depending on the species and the specific requirements of each mission.
Once the tree has been adequately trained and prepared for spaceflight, it must then be transported into orbit or beyond. This may involve launching the tree aboard a rocket or shuttle, or using other methods such as balloons or parachutes to reach its destination. The journey itself can be long and arduous, with many potential risks and challenges along the way.
Upon arrival in space, the tree will need to be monitored closely and cared for by astronautic personnel. This may involve feeding the tree, maintaining its health and well-being, and ensuring that it has enough water and nutrients to survive. The tree may also need to be protected from radiation, extreme temperatures, or other hazards that it may face in space.
Over time, as the tree adapts to life in space, it will likely undergo some changes in its physical appearance and behavior. For example, it may begin growing in new ways, developing different kinds of leaves or branches in response to the unique environment it finds itself in. It may also become more active and mobile, using its roots to navigate and explore its new home.
Throughout this process, there are many challenges that need to be addressed and overcome.<|im_end|>
<|endoftext|>
```
# Inference
*※ - This code automatically appends the "<|startoftext|>" special token to any input. Appending this to all inputs is required for inference, as initial testing shows that leaving it out leads to output errors.*
```py
!pip install -qqq transformers>=4.39.0 mamba-ssm causal-conv1d>=1.2.0 accelerate bitsandbytes --progress-bar off
!pip install flash-attn --no-build-isolation
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer, BitsAndBytesConfig
double_quant_config = BitsAndBytesConfig(
load_in_4bit=True,
bnb_4bit_use_double_quant=True,
bnb_4bit_compute_dtype=torch.float16
)
model = AutoModelForCausalLM.from_pretrained(
"Severian/Jamba-Hercules",
device_map="auto",
trust_remote_code=True,
torch_dtype=torch.bfloat16,
attn_implementation="flash_attention_2",
quantization_config=double_quant_config,
)
tokenizer = AutoTokenizer.from_pretrained("Severian/Jamba-Hercules")
input_text = """<|im_start|>system
You are a helpful AI assistant.
<|im_end|>
<|im_start|>user
A tree needs to leave the earth and become astro-biological. How can it achieve it's goal?
<|im_end|>
<|im_start|>assistant
"""
input_ids = tokenizer(input_text, return_tensors='pt').to(model.device)["input_ids"]
outputs = model.generate(input_ids, max_new_tokens=1024, temperature=0.0, repetition_penalty=1.1)
print(tokenizer.batch_decode(outputs)[0])
# <|startoftext|><|im_start|>system
# You are a helpful AI assistant.
# <|im_end|>
# <|im_start|>user
# A tree needs to leave the earth and become astro-biological. How can it achieve it's goal?
# <|im_end|>
# <|im_start|>assistant
# The process of becoming astronautic life for a tree is an excemtally complicated one that requires a great deal of preparation, coordination, and funding. The first step in this process is for the tree to be identified as a potential candidate for astronautics, which may involve a thorough assessment of its size, health, and suitability for space travel.
# Once a tree has been identified as a possible astronautic life-form, the next step involves preparing it for spaceflight. This includes training the tree to tolerate low gravity environments, teaching it how to navigate in zero gravity, and ensuring that its nutritional needs are met in space. The process of acclimating a tree to spaceflight can take months or even years, depending on the species and the specific requirements of each mission.
# Once the tree has been adequately trained and prepared for spaceflight, it must then be transported into orbit or beyond. This may involve launching the tree aboard a rocket or shuttle, or using other methods such as balloons or parachutes to reach its destination. The journey itself can be long and arduous, with many potential risks and challenges along the way.
# Upon arrival in space, the tree will need to be monitored closely and cared for by astronautic personnel. This may involve feeding the tree, maintaining its health and well-being, and ensuring that it has enough water and nutrients to survive. The tree may also need to be protected from radiation, extreme temperatures, or other hazards that it may face in space.
# Over time, as the tree adapts to life in space, it will likely undergo some changes in its physical appearance and behavior. For example, it may begin growing in new ways, developing different kinds of leaves or branches in response to the unique environment it finds itself in. It may also become more active and mobile, using its roots to navigate and explore its new home.
# Throughout this process, there are many challenges that need to be addressed and overcome.<|im_end|>
# <|endoftext|>
```
---
## Training
### **Hercules-v4.0:**
**FIRST TEST:**
- *1250 Steps (5 hours x A100)*
- *Final Loss: 0.98*
### Hyperparameters
```py
lora_config = LoraConfig(
r=16,
lora_alpha=32,
target_modules=["embed_tokens", "x_proj", "in_proj", "out_proj"],
lora_dropout=0.05,
task_type="CAUSAL_LM",
bias="none"
)
trainer = SFTTrainer(
model=model,
train_dataset=train_dataset,
dataset_text_field="text",
max_seq_length=max_seq_length,
tokenizer=tokenizer,
args=TrainingArguments(
num_train_epochs=1,
lr_scheduler_type='cosine',
learning_rate=0.0002,
per_device_train_batch_size=1,
gradient_accumulation_steps=8,
gradient_checkpointing=True,
warmup_steps=10,
weight_decay=0.01,
fp16=not torch.cuda.is_bf16_supported(),
bf16=torch.cuda.is_bf16_supported(),
logging_steps=1,
save_steps=200,
output_dir="outputs",
optim="adamw_bnb_8bit",
adam_epsilon=0.00001,
adam_beta2=0.95,
max_grad_norm=1.0,
seed=42,
),
)
```
|