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August 9, 2024 16:42
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/home/jonathan/miniconda3/envs/cu118/lib/python3.12/site-packages/transformers/utils/generic.py:441: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.\n", | |
" _torch_pytree._register_pytree_node(\n", | |
"/home/jonathan/miniconda3/envs/cu118/lib/python3.12/site-packages/transformers/utils/generic.py:309: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.\n", | |
" _torch_pytree._register_pytree_node(\n" | |
] | |
} | |
], | |
"source": [ | |
"import torch, gc, inspect, transformers\n", | |
"from transformers import AutoModelForCausalLM, BitsAndBytesConfig\n", | |
"from accelerate.utils import set_seed\n", | |
"from peft import prepare_model_for_kbit_training\n", | |
"from peft import LoraConfig, get_peft_model\n", | |
"\n", | |
"transformers.logging.set_verbosity_warning()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"device = \"cuda\"" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Measuring Memory" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def cleanup():\n", | |
" \"\"\"Free up memory and reset stats\"\"\"\n", | |
" gc.collect()\n", | |
" torch.cuda.empty_cache()\n", | |
" torch.cuda.reset_peak_memory_stats(device)\n", | |
"cleanup()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Max memory allocated: 0.00GB\n", | |
"Max memory reserved: 0.00GB\n" | |
] | |
} | |
], | |
"source": [ | |
"def print_memory_stats():\n", | |
" \"\"\"Print two different measures of GPU memory usage\"\"\"\n", | |
" print(f\"Max memory allocated: {torch.cuda.max_memory_allocated(device)/1e9:.2f}GB\")\n", | |
" # reserved (aka 'max_memory_cached') is ~the allocated memory plus pre-cached memory\n", | |
" print(f\"Max memory reserved: {torch.cuda.max_memory_reserved(device)/1e9:.2f}GB\") \n", | |
"print_memory_stats()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/home/jonathan/miniconda3/envs/cu118/lib/python3.12/site-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n", | |
" warnings.warn(\n" | |
] | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Max memory allocated: 6.46GB\n", | |
"Max memory reserved: 7.11GB\n" | |
] | |
} | |
], | |
"source": [ | |
"# QLoRA Forward + Backward pass\n", | |
"\n", | |
"cleanup() # Clean slate each time\n", | |
"\n", | |
"# Quantization config for QLoRA versions\n", | |
"bnb_config = BitsAndBytesConfig(\n", | |
" load_in_4bit=True,\n", | |
" bnb_4bit_compute_dtype=torch.bfloat16\n", | |
")\n", | |
"\n", | |
"# Load the model\n", | |
"model = AutoModelForCausalLM.from_pretrained(\n", | |
" \"TinyLlama/TinyLlama-1.1B-Chat-v1.0\",\n", | |
" low_cpu_mem_usage=True,\n", | |
" quantization_config=bnb_config,\n", | |
" use_cache=False\n", | |
")\n", | |
"\n", | |
"# This function has caused me lots of pain!\n", | |
"model = prepare_model_for_kbit_training(model)\n", | |
"\n", | |
"# Add LoRA\n", | |
"config = LoraConfig(\n", | |
" r=16,\n", | |
" lora_alpha=32,\n", | |
" lora_dropout=0.05,\n", | |
" bias=\"none\",\n", | |
" task_type=\"CAUSAL_LM\"\n", | |
")\n", | |
"model = get_peft_model(model, config)\n", | |
"\n", | |
"# Move to GPU\n", | |
"model.to(device)\n", | |
"\n", | |
"# Prepare the data\n", | |
"bs, ctx = 1, 1200 # batch size and context length\n", | |
"data = torch.randint(0, 10000, (bs, ctx), device=device)\n", | |
"\n", | |
"# Forward pass\n", | |
"output = model(data, labels=data)\n", | |
"\n", | |
"# Backward pass\n", | |
"output.loss.backward()\n", | |
"\n", | |
"# Print max memory stats\n", | |
"print_memory_stats()\n", | |
"\n", | |
"# Cleanup\n", | |
"del model, output, data\n", | |
"cleanup()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Exercise: Memory Usage vs Context Length\n", | |
"\n", | |
"Pick a few different context lengths and see if you can plot the memory usage vs context length:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Exercise solution\n", | |
"context_lengths = [1, 10, 100, 1000, 4000]\n", | |
"mems = []\n", | |
"for ctx in context_lengths:\n", | |
"\n", | |
" cleanup() # Clean slate each time\n", | |
" model = AutoModelForCausalLM.from_pretrained(\n", | |
" \"TinyLlama/TinyLlama-1.1B-Chat-v1.0\",\n", | |
" low_cpu_mem_usage=True,\n", | |
" quantization_config=bnb_config,\n", | |
" use_cache=False\n", | |
" )\n", | |
" model = prepare_model_for_kbit_training(model)\n", | |
" model = get_peft_model(model, config)\n", | |
" model.to(device)\n", | |
" data = torch.randint(0, 10000, (1, ctx), device=device)\n", | |
" output = model(data, labels=data)\n", | |
" output.loss.backward()\n", | |
" mems.append(torch.cuda.max_memory_allocated(device)/1e9)\n", | |
" del model, output, data\n", | |
" cleanup()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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", | |
"text/plain": [ | |
"<Figure size 1000x600 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"from matplotlib import pyplot as plt\n", | |
"plt.figure(figsize=(10, 6))\n", | |
"plt.plot(context_lengths, mems, marker='o', linestyle='-', color='b')\n", | |
"plt.title('Memory Usage vs. Context Length')\n", | |
"plt.xlabel('Context Length')\n", | |
"plt.ylabel('Memory Usage (GB)')\n", | |
"plt.grid(True)\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Memory History\n", | |
"\n", | |
"We can go a lot further than just looking at the max memory usage, using PyTorch's [memory snapshots](https://pytorch.org/docs/stable/torch_cuda_memory.html#torch-cuda-memory). Here's how to log the memory usage in a format that can then be visualized:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/home/jonathan/miniconda3/envs/cu118/lib/python3.12/site-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n", | |
" warnings.warn(\n" | |
] | |
} | |
], | |
"source": [ | |
"cleanup()\n", | |
"\n", | |
"# Load the model\n", | |
"model = AutoModelForCausalLM.from_pretrained(\n", | |
" \"TinyLlama/TinyLlama-1.1B-Chat-v1.0\",\n", | |
" low_cpu_mem_usage=True,\n", | |
" quantization_config=bnb_config,\n", | |
" use_cache=False\n", | |
")\n", | |
"model = prepare_model_for_kbit_training(model)\n", | |
"model = get_peft_model(model, config)\n", | |
"model.to(device)\n", | |
"\n", | |
"# Prep the data\n", | |
"data = torch.randint(0, 10000, (1, 1000), device=device)\n", | |
"\n", | |
"# Start recording\n", | |
"torch.cuda.memory._record_memory_history()\n", | |
"\n", | |
"# FOrward and backwards pass\n", | |
"output = model(data, labels=data)\n", | |
"output.loss.backward()\n", | |
"\n", | |
"# Save the snapshot and stop recording\n", | |
"torch.cuda.memory._dump_snapshot(\"memory_snapshot.pickle\")\n", | |
"torch.cuda.memory._record_memory_history(enabled=None) \n", | |
"\n", | |
"# Clean up\n", | |
"del model, output, data\n", | |
"cleanup()" | |
] | |
}, | |
{ | |
"attachments": { | |
"image.png": { | |
"image/png": 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| |
} | |
}, | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Viewing the results in [https://pytorch.org/memory_viz](https://pytorch.org/memory_viz) looks something like this:\n", | |
"\n", | |
"" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# This is what `model` looks like:\n", | |
"# LlamaForCausalLM(\n", | |
"# (model): LlamaModel(\n", | |
"# (embed_tokens): Embedding(32000, 2048)\n", | |
"# (layers): ModuleList(\n", | |
"# (0-21): 22 x LlamaDecoderLayer(\n", | |
"# (self_attn): LlamaSdpaAttention(\n", | |
"# (q_proj): Linear4bit(in_features=2048, out_features=2048, bias=False)\n", | |
"# (k_proj): Linear4bit(in_features=2048, out_features=256, bias=False)\n", | |
"# (v_proj): Linear4bit(in_features=2048, out_features=256, bias=False)\n", | |
"# (o_proj): Linear4bit(in_features=2048, out_features=2048, bias=False)\n", | |
"# (rotary_emb): LlamaRotaryEmbedding()\n", | |
"# )\n", | |
"# (mlp): LlamaMLP(\n", | |
"# (gate_proj): Linear4bit(in_features=2048, out_features=5632, bias=False)\n", | |
"# (up_proj): Linear4bit(in_features=2048, out_features=5632, bias=False)\n", | |
"# (down_proj): Linear4bit(in_features=5632, out_features=2048, bias=False)\n", | |
"# (act_fn): SiLU()\n", | |
"# )\n", | |
"# (input_layernorm): LlamaRMSNorm()\n", | |
"# (post_attention_layernorm): LlamaRMSNorm()\n", | |
"# )\n", | |
"# )\n", | |
"# (norm): LlamaRMSNorm()\n", | |
"# )\n", | |
"# (lm_head): Linear(in_features=2048, out_features=32000, bias=False)\n", | |
"# )" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Exercise: Visualize the memory usage for more settings\n", | |
"\n", | |
"- LoRA vs full fine-tuning\n", | |
"- Quantized vs bf16\n", | |
"- Different sequence lengths\n", | |
"- Gradient CHeckpointing on vs off\n", | |
"\n", | |
"We can make an even smaller model to play with:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from transformers import LlamaForCausalLM, PretrainedConfig" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Max memory allocated: 0.02GB\n", | |
"Max memory reserved: 0.26GB\n" | |
] | |
} | |
], | |
"source": [ | |
"cleanup()\n", | |
"print_memory_stats()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Max memory allocated: 0.91GB\n", | |
"Max memory reserved: 0.92GB\n" | |
] | |
} | |
], | |
"source": [ | |
"# Copied from llama 3 and adapted to be a lot smaller\n", | |
"config = {\n", | |
" \"hidden_act\": \"silu\",\n", | |
" \"hidden_size\": 1024,\n", | |
" \"initializer_range\": 0.02,\n", | |
" \"intermediate_size\": 4096,\n", | |
" \"max_position_embeddings\": 8192,\n", | |
" \"model_type\": \"llama\",\n", | |
" \"num_attention_heads\": 16,\n", | |
" \"num_hidden_layers\": 12,\n", | |
" \"num_key_value_heads\": 8,\n", | |
" \"pretraining_tp\": 1,\n", | |
" \"rms_norm_eps\": 1e-05,\n", | |
" \"rope_theta\": 500000.0,\n", | |
" \"tie_word_embeddings\": False,\n", | |
" \"torch_dtype\": \"bfloat16\",\n", | |
" \"vocab_size\": 10000,\n", | |
" \"attention_bias\": False,\n", | |
" \"attention_dropout\": 0.0,\n", | |
" \"rope_scaling\": None,\n", | |
"}\n", | |
"model = LlamaForCausalLM(PretrainedConfig(**config))\n", | |
"model.to(device);\n", | |
"print_memory_stats()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Max memory allocated: 0.02GB\n", | |
"Max memory reserved: 0.26GB\n" | |
] | |
} | |
], | |
"source": [ | |
"del model\n", | |
"cleanup()\n", | |
"print_memory_stats()" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "cu118", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.12.1" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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