From 5c2ff8a641aae46c8fce0f5a258ae48dbe590f0c Mon Sep 17 00:00:00 2001 From: yichuan520030910320 Date: Fri, 25 Jul 2025 02:14:15 -0700 Subject: [PATCH] clean research stuff --- research/micro/analyze_HNSW.py | 12 - research/micro/analyze_NSG.py | 11 - research/micro/bnbtest.py | 63 -- .../transformer-batching-microbenchmarks.csv | 89 --- ...ution_degree_distribution_HNSW_M30.txt.png | Bin 46422 -> 0 bytes research/micro/embedd_micro.py | 594 -------------- research/micro/embedd_micro_seq.py | 376 --------- research/micro/int4benchmark.py | 218 ------ research/micro/int8.py | 83 -- research/micro/llm_compress.py | 23 - research/micro/nvmath_test.py | 41 - research/micro/result.md | 0 research/micro/save_small_model.py | 58 -- .../transformer-batching-benchmark.ipynb | 677 ---------------- research/paper_plot/acc_fig.py | 165 ---- research/paper_plot/analyze_visits.py | 309 -------- research/paper_plot/b.md | 7 - research/paper_plot/cache_degree_data.py | 81 -- 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research/utils/find_probe.py | 739 ------------------ research/utils/generate_dataset_cache.fish | 60 -- research/utils/mem_monitor.fish | 61 -- research/utils/modelfile.fish | 76 -- .../utils/parse_logs_draw_skip_reorder.py | 193 ----- research/utils/plot_degree_distribution.py | 114 --- research/utils/prepare_query_files.py | 244 ------ research/utils/run_bm25.fish | 5 - research/utils/run_recall_experiment.py | 313 -------- research/utils/s3.md | 89 --- research/utils/seperate_hnsw_flat.py | 212 ----- research/utils/simple_search.fish | 18 - research/utils/subsample_data_new.py | 59 -- research/utils/timing.py | 52 -- 86 files changed, 9863 deletions(-) delete mode 100644 research/micro/analyze_HNSW.py delete mode 100644 research/micro/analyze_NSG.py delete mode 100644 research/micro/bnbtest.py delete mode 100644 research/micro/data/transformer-batching-microbenchmarks.csv delete mode 100644 research/micro/degree_distribution_degree_distribution_HNSW_M30.txt.png delete mode 100755 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--- a/research/micro/analyze_HNSW.py +++ /dev/null @@ -1,12 +0,0 @@ -import faiss -hnsw_index = faiss.read_index("/opt/dlami/nvme/scaling_out/indices/rpj_wiki/facebook/contriever-msmarco/hnsw/hnsw_IP_M30_efC128.index", faiss.IO_FLAG_ONDISK_SAME_DIR) - -# print total number of nodes -print(hnsw_index.ntotal) - -# print stats of the graph -print(hnsw_index.hnsw.print_neighbor_stats(0)) - - -# save_degree_distribution -hnsw_index.hnsw.save_degree_distribution(0, "degree_distribution_HNSW_M30.txt") \ No newline at end of file diff --git a/research/micro/analyze_NSG.py b/research/micro/analyze_NSG.py deleted file mode 100644 index f14f020..0000000 --- a/research/micro/analyze_NSG.py +++ /dev/null @@ -1,11 +0,0 @@ -import faiss -nsg_index = faiss.read_index("/opt/dlami/nvme/scaling_out/indices/rpj_wiki/facebook/contriever-msmarco/nsg_R16.index", faiss.IO_FLAG_ONDISK_SAME_DIR) - -# print total number of nodes -print(nsg_index.ntotal) - -# print stats of the graph -print(nsg_index.nsg.print_neighbor_stats(0)) - -# save degree distribution -nsg_index.nsg.save_degree_distribution("degree_distribution_NSG_R60.txt") \ No newline at end of file diff --git a/research/micro/bnbtest.py b/research/micro/bnbtest.py deleted file mode 100644 index 3738c20..0000000 --- a/research/micro/bnbtest.py +++ /dev/null @@ -1,63 +0,0 @@ -import torch -import torch.nn as nn -import time - -# import bitsandbytes as bnb -from bitsandbytes.nn import Linear8bitLt - -# set default to half -import torch -torch.set_default_dtype(torch.float16) - -M = 2048 -N = 2048 - -bsz = 2048 -import torch_int -from torch_int.nn.linear import W8A8BFP32OFP32Linear, W8A8B8O8Linear, W8A8B8O8LinearReLU - -fp16_model = nn.Sequential( - nn.Linear(M, N), - # nn.Linear(2048, 2048) -) - -int8_model = nn.Sequential( - Linear8bitLt(M, N, has_fp16_weights=False), - # Linear8bitLt(2048, 2048, has_fp16_weights=False) -) - -int8_model.load_state_dict(fp16_model.state_dict()) -int8_model = int8_model.to(0) # Quantization happens here -fp16_model = fp16_model.to(0) # Move fp16 model to GPU as well - -# Create random input tensor -input_tensor = torch.randn(bsz, M, device=0) # Batch of 1000 vectors - -# Speed test function -def speed_test(model, input_tensor, name, num_iterations=100): - # Warmup - for _ in range(10): - _ = model(input_tensor) - - # Actual timing - torch.cuda.synchronize() - start_time = time.time() - - for _ in range(num_iterations): - _ = model(input_tensor) - - torch.cuda.synchronize() - end_time = time.time() - - avg_time = (end_time - start_time) / num_iterations - print(f"{name} model: {avg_time:.6f} seconds per iteration") - return avg_time - -# Run speed tests -with torch.no_grad(): # Disable gradient calculation for inference - fp16_time = speed_test(fp16_model, input_tensor, "FP16") - int8_time = speed_test(int8_model, input_tensor, "INT8") - - # Calculate speedup - speedup = fp16_time / int8_time - print(f"INT8 is {speedup:.2f}x faster than FP16") \ No newline at end of file diff --git a/research/micro/data/transformer-batching-microbenchmarks.csv b/research/micro/data/transformer-batching-microbenchmarks.csv deleted file mode 100644 index 8240586..0000000 --- a/research/micro/data/transformer-batching-microbenchmarks.csv +++ /dev/null @@ -1,89 +0,0 @@ -n,d,seqlen,bs,latency,h,flop,io,intensity,throughput,series -3,256,256,2048,0.009623501679245285,768,618475290624,167.48502132816208,3692720015.912285,64267177503366.266,dense -3,256,256,1024,0.004853848615384615,768,309237645312,166.15392854317415,1861151572.059558,63709783682138.234,dense -3,256,256,512,0.0024687246971962615,768,154618822656,163.57953256539062,945221081.3366361,62631051097597.516,dense -3,256,256,256,0.0012845360838052097,768,77309411328,157.64931990085577,490388486.1451936,60184694149645.54,dense -3,256,256,128,0.0006901147179878049,768,38654705664,147.57393422494675,261934506.70684624,56012000116019.945,dense 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zXvE$p#7u{)X9on41xrlJcP+t)TWH`_^xtcHPq%EK(GH{JtH^fX+`*a8Lyap^QtDfY zGOo$A>MQf(&8-j5FPxTfweI*F;AZ@(IndAL;;2K`e=mTq4&{V&e$!JKlFyoq^9)bb zhxcJypr`;{jNIi>%r$7rzUYUSeK+UuZ5dIq&>Er2I9Kfkm zzRJcha^gIZZ35FhHo6piy>H(m{Vp9$FJ+Ckc41SZ+rgN~L$#d9c=h(zXvErprc+51SPIwS4NM`Ace zDp=f=C#Q55Jlyb+HKBV!G5)7~QM8(u8vJ_hzhrLC+ Hk6ic%qrIdP diff --git a/research/micro/embedd_micro.py b/research/micro/embedd_micro.py deleted file mode 100755 index de8c088..0000000 --- a/research/micro/embedd_micro.py +++ /dev/null @@ -1,594 +0,0 @@ -# python embedd_micro.py --use_int8 Fastest - -import argparse -import time -from dataclasses import dataclass -from typing import Dict, List, Optional, Tuple - -import numpy as np -import torch -from torch import nn -from torchao import quantize_ -from transformers import AutoModel, BitsAndBytesConfig -from tqdm import tqdm -from contextlib import contextmanager - -@dataclass -class BenchmarkConfig: - model_path: str - batch_sizes: List[int] - seq_length: int - num_runs: int - use_fp16: bool = True - use_int4: bool = False - use_int8: bool = False # Add this parameter - use_cuda_graphs: bool = False - use_flash_attention: bool = False - use_linear8bitlt: bool = False - - -class CUDAGraphContainer: - """Container for managing CUDA graphs for different batch sizes.""" - - def __init__(self, model: nn.Module, seq_length: int): - self.model = model - self.seq_length = seq_length - self.graphs: Dict[int, CUDAGraphWrapper] = {} - - def get_or_create(self, batch_size: int) -> 'CUDAGraphWrapper': - if batch_size not in self.graphs: - self.graphs[batch_size] = CUDAGraphWrapper( - self.model, batch_size, self.seq_length - ) - return self.graphs[batch_size] - - -class CUDAGraphWrapper: - """Wrapper for CUDA graph capture and replay.""" - - def __init__(self, model: nn.Module, batch_size: int, seq_length: int): - self.model = model - self.static_input = self._create_random_batch(batch_size, seq_length) - self.static_attention_mask = torch.ones_like(self.static_input) - - # Warm up - self._warmup() - - # Capture graph - self.graph = torch.cuda.CUDAGraph() - with torch.cuda.graph(self.graph): - self.static_output = self.model( - input_ids=self.static_input, - attention_mask=self.static_attention_mask - ) - - def _create_random_batch(self, batch_size: int, seq_length: int) -> torch.Tensor: - return torch.randint( - 0, 1000, (batch_size, seq_length), - device="cuda", - dtype=torch.long - ) - - def _warmup(self, num_warmup: int = 3): - with torch.no_grad(): - for _ in range(num_warmup): - self.model( - input_ids=self.static_input, - attention_mask=self.static_attention_mask - ) - - def __call__(self, input_ids: torch.Tensor, attention_mask: torch.Tensor) -> torch.Tensor: - self.static_input.copy_(input_ids) - self.static_attention_mask.copy_(attention_mask) - self.graph.replay() - return self.static_output - - -class ModelOptimizer: - """Applies various optimizations to the model.""" - - @staticmethod - def optimize(model: nn.Module, config: BenchmarkConfig) -> nn.Module: - print("\nApplying model optimizations:") - - if model is None: - raise ValueError("Cannot optimize None model") - - # Move to GPU - model = model.cuda() - print("- Model moved to GPU") - - # FP16 - if config.use_fp16 and not config.use_int4: - model = model.half() - # use torch compile - model = torch.compile(model) - print("- Using FP16 precision") - - # Check if using SDPA - if torch.version.cuda and float(torch.version.cuda[:3]) >= 11.6: - if hasattr(torch.nn.functional, 'scaled_dot_product_attention'): - print("- Using PyTorch SDPA (scaled_dot_product_attention)") - else: - print("- PyTorch SDPA not available") - - # Flash Attention - if config.use_flash_attention: - try: - from flash_attn.flash_attention import FlashAttention - print("- Flash Attention 2 available") - if hasattr(model.config, "attention_mode"): - model.config.attention_mode = "flash_attention_2" - print(" - Enabled Flash Attention 2 mode") - except ImportError: - print("- Flash Attention not available") - - # Memory efficient attention - try: - from xformers.ops import memory_efficient_attention - if hasattr(model, 'enable_xformers_memory_efficient_attention'): - model.enable_xformers_memory_efficient_attention() - print("- Enabled xformers memory efficient attention") - else: - print("- Model doesn't support xformers") - except (ImportError, AttributeError): - print("- Xformers not available") - - model.eval() - print("- Model set to eval mode") - - return model - - -class Timer: - """Handles accurate GPU timing using CUDA events.""" - - def __init__(self): - self.start_event = torch.cuda.Event(enable_timing=True) - self.end_event = torch.cuda.Event(enable_timing=True) - - @contextmanager - def timing(self): - self.start_event.record() - yield - self.end_event.record() - self.end_event.synchronize() - - def elapsed_time(self) -> float: - return self.start_event.elapsed_time(self.end_event) / 1000 # ms to seconds - - -class Benchmark: - """Main benchmark runner.""" - - def __init__(self, config: BenchmarkConfig): - self.config = config - try: - self.model = self._load_model() - if self.model is None: - raise ValueError("Model initialization failed - model is None") - - self.cuda_graphs = ( - CUDAGraphContainer(self.model, config.seq_length) - if config.use_cuda_graphs - else None - ) - self.timer = Timer() - except Exception as e: - print(f"ERROR in benchmark initialization: {str(e)}") - raise - - def _load_model(self) -> nn.Module: - print(f"Loading model from {self.config.model_path}...") - - try: - # Int4 quantization using HuggingFace integration - if self.config.use_int4: - import bitsandbytes as bnb - print(f"- bitsandbytes version: {bnb.__version__}") - - # 检查是否使用自定义的8bit量化 - if hasattr(self.config, 'use_linear8bitlt') and self.config.use_linear8bitlt: - print("- Using custom Linear8bitLt replacement for all linear layers") - - # 加载原始模型(不使用量化配置) - import bitsandbytes as bnb - import torch - # set default to half - torch.set_default_dtype(torch.float16) - compute_dtype = torch.float16 if self.config.use_fp16 else torch.float32 - model = AutoModel.from_pretrained( - self.config.model_path, - torch_dtype=compute_dtype, - ) - - # 定义替换函数 - def replace_linear_with_linear8bitlt(model): - """递归地将模型中的所有nn.Linear层替换为Linear8bitLt""" - for name, module in list(model.named_children()): - if isinstance(module, nn.Linear): - # 获取原始线性层的参数 - in_features = module.in_features - out_features = module.out_features - bias = module.bias is not None - - # 创建8bit线性层 - # print size - print(f"in_features: {in_features}, out_features: {out_features}") - new_module = bnb.nn.Linear8bitLt( - in_features, - out_features, - bias=bias, - has_fp16_weights=False - ) - - # 复制权重和偏置 - new_module.weight.data = module.weight.data - if bias: - new_module.bias.data = module.bias.data - - # 替换模块 - setattr(model, name, new_module) - else: - # 递归处理子模块 - replace_linear_with_linear8bitlt(module) - - return model - - # 替换所有线性层 - model = replace_linear_with_linear8bitlt(model) - # add torch compile - model = torch.compile(model) - - # 将模型移到GPU(量化发生在这里) - device = "cuda" if torch.cuda.is_available() else "cpu" - model = model.to(device) - - print("- All linear layers replaced with Linear8bitLt") - - else: - # 使用原来的Int4量化方法 - print("- Using bitsandbytes for Int4 quantization") - - # Create quantization config - - compute_dtype = torch.float16 if self.config.use_fp16 else torch.float32 - quantization_config = BitsAndBytesConfig( - load_in_4bit=True, - bnb_4bit_compute_dtype=compute_dtype, - bnb_4bit_use_double_quant=True, - bnb_4bit_quant_type="nf4" - ) - - print("- Quantization config:", quantization_config) - - # Load model directly with quantization config - model = AutoModel.from_pretrained( - self.config.model_path, - quantization_config=quantization_config, - torch_dtype=compute_dtype, - device_map="auto" # Let HF decide on device mapping - ) - - # Check if model loaded successfully - if model is None: - raise ValueError("Model loading returned None") - - print(f"- Model type: {type(model)}") - - # Apply optimizations directly here - print("\nApplying model optimizations:") - - if hasattr(self.config, 'use_linear8bitlt') and self.config.use_linear8bitlt: - print("- Model moved to GPU with Linear8bitLt quantization") - else: - # Skip moving to GPU since device_map="auto" already did that - print("- Model already on GPU due to device_map='auto'") - - # Skip FP16 conversion since we specified compute_dtype - print(f"- Using {compute_dtype} for compute dtype") - - # Check CUDA and SDPA - if torch.version.cuda and float(torch.version.cuda[:3]) >= 11.6: - if hasattr(torch.nn.functional, 'scaled_dot_product_attention'): - print("- Using PyTorch SDPA (scaled_dot_product_attention)") - else: - print("- PyTorch SDPA not available") - - # Try xformers if available - try: - from xformers.ops import memory_efficient_attention - if hasattr(model, 'enable_xformers_memory_efficient_attention'): - model.enable_xformers_memory_efficient_attention() - print("- Enabled xformers memory efficient attention") - else: - print("- Model doesn't support xformers") - except (ImportError, AttributeError): - print("- Xformers not available") - - # Set to eval mode - model.eval() - print("- Model set to eval mode") - # Int8 quantization using HuggingFace integration - # Int8 quantization using TorchAO - elif self.config.use_int8: - print("- Using TorchAO for Int8 dynamic activation and Int8 weight quantization") - - # Import the quantize_ function and the quantization config - from torchao.quantization import quantize_, int8_dynamic_activation_int8_weight - print("- Successfully imported TorchAO") - - # Load model normally first - # set default to half - import torch - torch.set_default_dtype(torch.bfloat16) - model = AutoModel.from_pretrained( - self.config.model_path, - device_map="auto" - ) - - print("- Model loaded in full precision") - print(f"- Model type: {type(model)}") - - # Apply quantization - call the function to get the config, then apply it - # quantize_(model, int8_dynamic_activation_int8_weight()) - # from torchao.quantization import quantize_, Int8DynamicActivationInt8WeightConfig,int8_dynamic_activation_int8_semi_sparse_weight,int4_weight_only,Int8DynActInt4WeightGPTQQuantizer,int8_dynamic_activation_int4_weight,Int8DynamicActivationInt4WeightConfig,Int4DynamicActivationInt4WeightConfig - from torchao.quantization import quantize_, Int8DynamicActivationInt8WeightConfig - quantize_(model, Int8DynamicActivationInt8WeightConfig()) - print("- Model successfully quantized with int8 weights and int8 activations") - # add torch compile - model = torch.compile(model) - # For older PyTorch versions that have issues with tensor subclasses - from torchao.utils import unwrap_tensor_subclass - import torch - if hasattr(torch, '_version') and not torch.version >= "2.5.0": - print("- Unwrapping tensor subclasses for compatibility with older PyTorch") - unwrap_tensor_subclass(model) - - # Apply optimizations - if torch.version.cuda and float(torch.version.cuda[:3]) >= 11.6: - if hasattr(torch.nn.functional, 'scaled_dot_product_attention'): - print("- Using PyTorch SDPA (scaled_dot_product_attention)") - else: - print("- PyTorch SDPA not available") - - # Set to eval mode - model.eval() - print("- Model set to eval mode") - - # For better performance with int8 dynamic quantization - torch._inductor.config.force_fuse_int_mm_with_mul = True - print("- Enabled fusion of int matmul with mul operations") - - - - else: - # Standard loading for FP16/FP32 - model = AutoModel.from_pretrained(self.config.model_path) - print("- Model loaded in standard precision") - print(f"- Model type: {type(model)}") - - # Apply standard optimizations - # set default to half - import torch - torch.set_default_dtype(torch.bfloat16) - model = ModelOptimizer.optimize(model, self.config) - model = model.half() - # add torch compile - model = torch.compile(model) - - # Final check to ensure model is not None - if model is None: - raise ValueError("Model is None after optimization") - - print(f"- Final model type: {type(model)}") - return model - - except Exception as e: - print(f"ERROR loading model: {str(e)}") - import traceback - traceback.print_exc() - raise - - def _create_random_batch(self, batch_size: int) -> torch.Tensor: - return torch.randint( - 0, 1000, - (batch_size, self.config.seq_length), - device="cuda", - dtype=torch.long - ) - - def _run_inference( - self, - input_ids: torch.Tensor, - cuda_graph_wrapper: Optional[CUDAGraphWrapper] = None - ) -> Tuple[float, torch.Tensor]: - attention_mask = torch.ones_like(input_ids) - - with torch.no_grad(), self.timer.timing(): - if cuda_graph_wrapper is not None: - output = cuda_graph_wrapper(input_ids, attention_mask) - else: - output = self.model(input_ids=input_ids, attention_mask=attention_mask) - - return self.timer.elapsed_time(), output - - def run(self) -> Dict[int, Dict[str, float]]: - results = {} - - # Reset peak memory stats - torch.cuda.reset_peak_memory_stats() - - for batch_size in self.config.batch_sizes: - print(f"\nTesting batch size: {batch_size}") - times = [] - - # Get or create CUDA graph for this batch size - cuda_graph_wrapper = ( - self.cuda_graphs.get_or_create(batch_size) - if self.cuda_graphs is not None - else None - ) - - # Pre-allocate input tensor - input_ids = self._create_random_batch(batch_size) - print(f"Input shape: {input_ids.shape}") - - # Run benchmark - for i in tqdm(range(self.config.num_runs), desc=f"Batch size {batch_size}"): - try: - elapsed_time, output = self._run_inference(input_ids, cuda_graph_wrapper) - if i == 0: # Only print on first run - print(f"Output shape: {output.last_hidden_state.shape}") - times.append(elapsed_time) - except Exception as e: - print(f"Error during inference: {e}") - break - - if not times: - print(f"No successful runs for batch size {batch_size}, skipping") - continue - - # Calculate statistics - avg_time = np.mean(times) - std_time = np.std(times) - throughput = batch_size / avg_time - - results[batch_size] = { - "avg_time": avg_time, - "std_time": std_time, - "throughput": throughput, - } - - print(f"Avg Time: {avg_time:.4f}s ± {std_time:.4f}s") - print(f"Throughput: {throughput:.2f} sequences/second") - - # Log memory usage - peak_memory_gb = torch.cuda.max_memory_allocated() / (1024 ** 3) - print(f"\nPeak GPU memory usage: {peak_memory_gb:.2f} GB") - - # Add memory info to results - for batch_size in results: - results[batch_size]["peak_memory_gb"] = peak_memory_gb - - return results - - -def main(): - parser = argparse.ArgumentParser(description="Model Inference Benchmark") - parser.add_argument( - "--model_path", - type=str, - default="facebook/contriever", - help="Path to the model", - ) - parser.add_argument( - "--batch_sizes", - type=str, - default="1,2,4,8,10,16,20,32,40,64,128,256,512,1024,2048,4096,8192", - help="Comma-separated list of batch sizes", - ) - parser.add_argument( - "--seq_length", - type=int, - default=256, - help="Sequence length for input", - ) - parser.add_argument( - "--num_runs", - type=int, - default=5, - help="Number of runs for each batch size", - ) - parser.add_argument( - "--use_fp16", - action="store_true", - help="Enable FP16 inference", - ) - parser.add_argument( - "--use_int4", - action="store_true", - help="Enable INT4 quantization using bitsandbytes", - ) - parser.add_argument( - "--use_int8", - action="store_true", - help="Enable INT8 quantization for both activations and weights using bitsandbytes", - ) - parser.add_argument( - "--use_cuda_graphs", - action="store_true", - help="Enable CUDA Graphs optimization", - ) - parser.add_argument( - "--use_flash_attention", - action="store_true", - help="Enable Flash Attention 2 if available", - ) - parser.add_argument( - "--use_linear8bitlt", - action="store_true", - help="Enable Linear8bitLt quantization for all linear layers", - ) - - args = parser.parse_args() - - # Print arguments for debugging - print("\nCommand line arguments:") - for arg, value in vars(args).items(): - print(f"- {arg}: {value}") - - config = BenchmarkConfig( - model_path=args.model_path, - batch_sizes=[int(bs) for bs in args.batch_sizes.split(",")], - seq_length=args.seq_length, - num_runs=args.num_runs, - use_fp16=args.use_fp16, - use_int4=args.use_int4, - use_int8=args.use_int8, # Add this line - use_cuda_graphs=args.use_cuda_graphs, - use_flash_attention=args.use_flash_attention, - use_linear8bitlt=args.use_linear8bitlt, - ) - - # Print configuration for debugging - print("\nBenchmark configuration:") - for field, value in vars(config).items(): - print(f"- {field}: {value}") - - try: - benchmark = Benchmark(config) - results = benchmark.run() - - # Save results to file - import json - import os - - # Create results directory if it doesn't exist - os.makedirs("results", exist_ok=True) - - # Generate filename based on configuration - precision_type = "int4" if config.use_int4 else "fp16" if config.use_fp16 else "fp32" - model_name = os.path.basename(config.model_path) - output_file = f"results/benchmark_{model_name}_{precision_type}.json" - - # Save results - with open(output_file, "w") as f: - json.dump( - { - "config": {k: str(v) if isinstance(v, list) else v for k, v in vars(config).items()}, - "results": {str(k): v for k, v in results.items()} - }, - f, - indent=2 - ) - print(f"Results saved to {output_file}") - - except Exception as e: - print(f"Benchmark failed: {e}") - import traceback - traceback.print_exc() - - -if __name__ == "__main__": - main() \ No newline at end of file diff --git a/research/micro/embedd_micro_seq.py b/research/micro/embedd_micro_seq.py deleted file mode 100644 index b5cd6ce..0000000 --- a/research/micro/embedd_micro_seq.py +++ /dev/null @@ -1,376 +0,0 @@ -import argparse -import time -from dataclasses import dataclass -from typing import Dict, List, Optional, Tuple - -import numpy as np -import torch -from torch import nn -from transformers import AutoModel -from tqdm import tqdm -from contextlib import contextmanager -import math - -@dataclass -class BenchmarkConfig: - model_path: str - batch_sizes: List[int] - seq_length: int - num_runs: int - use_fp16: bool = True - use_cuda_graphs: bool = False - use_flash_attention: bool = False - max_batch_size: int = 256 # Maximum batch size before splitting - - -class CUDAGraphContainer: - """Container for managing CUDA graphs for different batch sizes.""" - - def __init__(self, model: nn.Module, seq_length: int, max_batch_size: int): - self.model = model - self.seq_length = seq_length - self.max_batch_size = max_batch_size - self.graphs: Dict[int, CUDAGraphWrapper] = {} - - def get_or_create(self, batch_size: int) -> 'CUDAGraphWrapper': - # For CUDA graphs, we always use the actual batch size or max_batch_size - effective_batch_size = min(batch_size, self.max_batch_size) - - if effective_batch_size not in self.graphs: - self.graphs[effective_batch_size] = CUDAGraphWrapper( - self.model, effective_batch_size, self.seq_length - ) - return self.graphs[effective_batch_size] - - -class CUDAGraphWrapper: - """Wrapper for CUDA graph capture and replay.""" - - def __init__(self, model: nn.Module, batch_size: int, seq_length: int): - self.model = model - self.static_input = self._create_random_batch(batch_size, seq_length) - self.static_attention_mask = torch.ones_like(self.static_input) - - # Warm up - self._warmup() - - # Capture graph - self.graph = torch.cuda.CUDAGraph() - with torch.cuda.graph(self.graph): - self.static_output = self.model( - input_ids=self.static_input, - attention_mask=self.static_attention_mask - ) - - def _create_random_batch(self, batch_size: int, seq_length: int) -> torch.Tensor: - return torch.randint( - 0, 1000, (batch_size, seq_length), - device="cuda", - dtype=torch.long - ) - - def _warmup(self, num_warmup: int = 3): - with torch.no_grad(): - for _ in range(num_warmup): - self.model( - input_ids=self.static_input, - attention_mask=self.static_attention_mask - ) - - def __call__(self, input_ids: torch.Tensor, attention_mask: torch.Tensor) -> torch.Tensor: - self.static_input.copy_(input_ids) - self.static_attention_mask.copy_(attention_mask) - self.graph.replay() - return self.static_output - - -class ModelOptimizer: - """Applies various optimizations to the model.""" - - @staticmethod - def optimize(model: nn.Module, config: BenchmarkConfig) -> nn.Module: - print("\nApplying model optimizations:") - - # Move to GPU - model = model.cuda() - print("- Model moved to GPU") - - # FP16 - if config.use_fp16: - model = model.half() - print("- Using FP16 precision") - - # Check if using SDPA - if torch.version.cuda and float(torch.version.cuda[:3]) >= 11.6: - if hasattr(torch.nn.functional, 'scaled_dot_product_attention'): - print("- Using PyTorch SDPA (scaled_dot_product_attention)") - # No need to do anything as it's automatically enabled - else: - print("- PyTorch SDPA not available") - - # Flash Attention - if config.use_flash_attention: - try: - from flash_attn.flash_attention import FlashAttention - print("- Flash Attention 2 available") - if hasattr(model.config, "attention_mode"): - model.config.attention_mode = "flash_attention_2" - print(" - Enabled Flash Attention 2 mode") - except ImportError: - print("- Flash Attention not available") - - # Optimize LayerNorm - try: - num_layernorms = 0 - for module in model.modules(): - if isinstance(module, torch.nn.LayerNorm): - module.forward = torch.jit.script(module.forward) - num_layernorms += 1 - if num_layernorms > 0: - print(f"- Optimized {num_layernorms} LayerNorm modules with TorchScript") - except Exception as e: - print(f"- LayerNorm optimization failed: {e}") - - # Memory efficient attention - try: - from xformers.ops import memory_efficient_attention - model.enable_xformers_memory_efficient_attention() - print("- Enabled xformers memory efficient attention") - except (ImportError, AttributeError): - print("- Xformers not available") - - model.eval() - print("- Model set to eval mode") - - return model - - -class Timer: - """Handles accurate GPU timing using CUDA events.""" - - def __init__(self): - self.start_event = torch.cuda.Event(enable_timing=True) - self.end_event = torch.cuda.Event(enable_timing=True) - - @contextmanager - def timing(self): - self.start_event.record() - yield - self.end_event.record() - self.end_event.synchronize() - - def elapsed_time(self) -> float: - return self.start_event.elapsed_time(self.end_event) / 1000 # ms to seconds - - -class Benchmark: - """Main benchmark runner.""" - - def __init__(self, config: BenchmarkConfig): - self.config = config - self.model = self._load_model() - self.cuda_graphs = ( - CUDAGraphContainer(self.model, config.seq_length, config.max_batch_size) - if config.use_cuda_graphs - else None - ) - self.timer = Timer() - - def _load_model(self) -> nn.Module: - print(f"Loading model from {self.config.model_path}...") - model = AutoModel.from_pretrained(self.config.model_path) - return ModelOptimizer.optimize(model, self.config) - - def _create_random_batch(self, batch_size: int) -> torch.Tensor: - return torch.randint( - 0, 1000, - (batch_size, self.config.seq_length), - device="cuda", - dtype=torch.long - ) - - def _run_inference( - self, - input_ids: torch.Tensor, - cuda_graph_wrapper: Optional[CUDAGraphWrapper] = None - ) -> Tuple[float, torch.Tensor]: - attention_mask = torch.ones_like(input_ids) - original_batch_size = input_ids.shape[0] - print(f"Original input_ids shape: {input_ids.shape}") - - # Split large batches to avoid OOM - max_batch_size = self.config.max_batch_size - if original_batch_size > max_batch_size: - print(f"Splitting batch of size {original_batch_size} into chunks of {max_batch_size}") - total_time = 0 - outputs = [] - - with torch.no_grad(): - for i in range(0, original_batch_size, max_batch_size): - end_idx = min(i + max_batch_size, original_batch_size) - batch_slice = input_ids[i:end_idx] - mask_slice = attention_mask[i:end_idx] - - print(f"Processing chunk {i//max_batch_size + 1}: shape {batch_slice.shape}") - - # Use CUDA graph if available (with the smaller batch size) - chunk_cuda_graph = None - if cuda_graph_wrapper is not None: - chunk_cuda_graph = self.cuda_graphs.get_or_create(batch_slice.shape[0]) - - with self.timer.timing(): - if chunk_cuda_graph is not None: - chunk_output = chunk_cuda_graph(batch_slice, mask_slice) - else: - chunk_output = self.model(input_ids=batch_slice, attention_mask=mask_slice) - - total_time += self.timer.elapsed_time() - outputs.append(chunk_output.last_hidden_state) - - # Combine outputs - combined_output = torch.cat(outputs, dim=0) - print(f"Combined output shape: {combined_output.shape}") - - # Create a wrapper object similar to model output to maintain consistency - class DummyOutput: - def __init__(self, hidden_states): - self.last_hidden_state = hidden_states - - output = DummyOutput(combined_output) - return total_time, output - else: - # Process normally for small batches - with torch.no_grad(), self.timer.timing(): - if cuda_graph_wrapper is not None: - output = cuda_graph_wrapper(input_ids, attention_mask) - else: - output = self.model(input_ids=input_ids, attention_mask=attention_mask) - - print(f"Output shape: {output.last_hidden_state.shape}") - return self.timer.elapsed_time(), output - - def run(self) -> Dict[int, Dict[str, float]]: - results = {} - - for batch_size in self.config.batch_sizes: - print(f"\nTesting batch size: {batch_size}") - times = [] - - # Get or create CUDA graph for this batch size - cuda_graph_wrapper = None - if self.cuda_graphs is not None: - if batch_size <= self.config.max_batch_size: - cuda_graph_wrapper = self.cuda_graphs.get_or_create(batch_size) - else: - # For large batches, we'll use the max_batch_size graph in chunks - cuda_graph_wrapper = True # Just a flag to indicate we want to use CUDA graphs - - # Pre-allocate input tensor - input_ids = self._create_random_batch(batch_size) - - # Run benchmark - for run_idx in tqdm(range(self.config.num_runs), desc=f"Batch size {batch_size}"): - elapsed_time, _ = self._run_inference(input_ids, cuda_graph_wrapper) - times.append(elapsed_time) - print(f"Run {run_idx+1}: {elapsed_time:.4f}s") - - # Calculate statistics - avg_time = np.mean(times) - std_time = np.std(times) - throughput = batch_size / avg_time - - results[batch_size] = { - "avg_time": avg_time, - "std_time": std_time, - "throughput": throughput, - } - - print(f"Avg Time: {avg_time:.4f}s ± {std_time:.4f}s") - print(f"Throughput: {throughput:.2f} sequences/second") - - return results - - -def main(): - parser = argparse.ArgumentParser(description="Model Inference Benchmark") - parser.add_argument( - "--model_path", - type=str, - default="facebook/contriever", - help="Path to the model", - ) - parser.add_argument( - "--batch_sizes", - type=str, - default="1,2,4,8,16,32,64,128,256,512,1024,2048,4096", - help="Comma-separated list of batch sizes", - ) - parser.add_argument( - "--seq_length", - type=int, - default=256, - help="Sequence length for input", - ) - parser.add_argument( - "--num_runs", - type=int, - default=5, - help="Number of runs for each batch size", - ) - parser.add_argument( - "--no_fp16", - action="store_true", - help="Disable FP16 inference", - ) - parser.add_argument( - "--use_cuda_graphs", - action="store_true", - help="Enable CUDA Graphs optimization", - ) - parser.add_argument( - "--use_flash_attention", - action="store_true", - help="Enable Flash Attention 2 if available", - ) - parser.add_argument( - "--max_batch_size", - type=int, - default=256, - help="Maximum batch size before splitting to prevent OOM", - ) - - args = parser.parse_args() - - config = BenchmarkConfig( - model_path=args.model_path, - batch_sizes=[int(bs) for bs in args.batch_sizes.split(",")], - seq_length=args.seq_length, - num_runs=args.num_runs, - use_fp16=not args.no_fp16, - use_cuda_graphs=args.use_cuda_graphs, - use_flash_attention=args.use_flash_attention, - max_batch_size=args.max_batch_size, - ) - - benchmark = Benchmark(config) - results = benchmark.run() - - # Print overall summary - print("\n===== BENCHMARK SUMMARY =====") - print(f"Model: {config.model_path}") - print(f"Sequence Length: {config.seq_length}") - print(f"FP16: {config.use_fp16}") - print(f"CUDA Graphs: {config.use_cuda_graphs}") - print(f"Flash Attention: {config.use_flash_attention}") - print(f"Max Batch Size: {config.max_batch_size}") - print("\nResults:") - - print("\nBatch Size | Avg Time (s) | Throughput (seq/s)") - print("-" * 50) - for bs in sorted(results.keys()): - r = results[bs] - print(f"{bs:^10} | {r['avg_time']:^12.4f} | {r['throughput']:^17.2f}") - - -if __name__ == "__main__": - main() \ No newline at end of file diff --git a/research/micro/int4benchmark.py b/research/micro/int4benchmark.py deleted file mode 100644 index 764362d..0000000 --- a/research/micro/int4benchmark.py +++ /dev/null @@ -1,218 +0,0 @@ -import torch -import torch.nn as nn -import time -import torch.nn.functional as F - -# Import necessary functions from the quantize.py file -def get_group_qparams(w, n_bit=4, groupsize=128): - # needed for GPTQ with padding - if groupsize > w.shape[-1]: - groupsize = w.shape[-1] - assert groupsize > 1 - assert w.shape[-1] % groupsize == 0 - assert w.dim() == 2 - - to_quant = w.reshape(-1, groupsize) - assert torch.isnan(to_quant).sum() == 0 - - max_val = to_quant.amax(dim=1, keepdim=True) - min_val = to_quant.amin(dim=1, keepdim=True) - max_int = 2**n_bit - 1 - scales = (max_val - min_val).clamp(min=1e-6) / max_int - zeros = min_val + scales * (2 ** (n_bit - 1)) - return scales.to(torch.bfloat16).reshape(w.shape[0], -1), zeros.to( - torch.bfloat16 - ).reshape(w.shape[0], -1) - -def pack_scales_and_zeros(scales, zeros): - assert scales.shape == zeros.shape - assert scales.dtype == torch.bfloat16 - assert zeros.dtype == torch.bfloat16 - return ( - torch.cat( - [ - scales.reshape(scales.size(0), scales.size(1), 1), - zeros.reshape(zeros.size(0), zeros.size(1), 1), - ], - 2, - ) - .transpose(0, 1) - .contiguous() - ) - -def group_quantize_tensor(w, n_bit=4, groupsize=128): - scales, zeros = get_group_qparams(w, n_bit, groupsize) - w_int32 = group_quantize_tensor_from_qparams(w, scales, zeros, n_bit, groupsize) - scales_and_zeros = pack_scales_and_zeros(scales, zeros) - return w_int32, scales_and_zeros - -def group_quantize_tensor_from_qparams(w, scales, zeros, n_bit=4, groupsize=128): - assert groupsize > 1 - # needed for GPTQ single column quantize - if groupsize > w.shape[-1] and scales.shape[-1] == 1: - groupsize = w.shape[-1] - - assert w.shape[-1] % groupsize == 0 - assert w.dim() == 2 - - to_quant = w.reshape(-1, groupsize) - assert torch.isnan(to_quant).sum() == 0 - - scales = scales.reshape(-1, 1) - zeros = zeros.reshape(-1, 1) - min_val = zeros - scales * (2 ** (n_bit - 1)) - max_int = 2**n_bit - 1 - min_int = 0 - w_int32 = ( - to_quant.sub(min_val) - .div(scales) - .round() - .clamp_(min_int, max_int) - .to(torch.int32) - .reshape_as(w) - ) - - return w_int32 - -def prepare_int4_weight_and_scales_and_zeros(weight_bf16, groupsize, inner_k_tiles): - weight_int32, scales_and_zeros = group_quantize_tensor( - weight_bf16, n_bit=4, groupsize=groupsize - ) - weight_int4pack = torch.ops.aten._convert_weight_to_int4pack(weight_int32, inner_k_tiles) - return weight_int4pack, scales_and_zeros - -def linear_forward_int4(x, weight_int4pack, scales_and_zeros, out_features, groupsize): - origin_x_size = x.size() - x = x.reshape(-1, origin_x_size[-1]) - c = torch.ops.aten._weight_int4pack_mm(x, weight_int4pack, groupsize, scales_and_zeros) - new_shape = origin_x_size[:-1] + (out_features,) - c = c.reshape(new_shape) - return c - -class WeightOnlyInt4Linear(torch.nn.Module): - __constants__ = ['in_features', 'out_features'] - in_features: int - out_features: int - weight: torch.Tensor - - def __init__( - self, in_features: int, out_features: int, - bias=False, device=None, dtype=None, groupsize: int = 128, inner_k_tiles: int = 8 - ) -> None: - super().__init__() - self.in_features = in_features - self.out_features = out_features - self.groupsize = groupsize - self.inner_k_tiles = inner_k_tiles - - assert out_features % 8 == 0, "require out_features % 8 == 0" - assert in_features % (inner_k_tiles * 16) == 0, "require in_features % (innerKTiles * 16) == 0" - self.register_buffer( - "weight", - torch.empty((out_features // 8, in_features // (inner_k_tiles * 16), 32, inner_k_tiles // 2), dtype=torch.int32) - ) - self.register_buffer( - "scales_and_zeros", - torch.empty((in_features // groupsize, out_features, 2), dtype=torch.bfloat16) - ) - - def forward(self, input: torch.Tensor) -> torch.Tensor: - input = input.to(torch.bfloat16) - return linear_forward_int4( - input, - self.weight, self.scales_and_zeros, self.out_features, self.groupsize - ) - -# Define dimensions that satisfy the requirements for INT4 quantization -# in_features must be divisible by inner_k_tiles * 16 -# out_features must be divisible by 8 -in_features = 1024 # Must be divisible by inner_k_tiles * 16 -out_features = 2048 # Must be divisible by 8 -groupsize = 128 -inner_k_tiles = 8 - -# Create models -fp16_model = nn.Sequential( - nn.Linear(in_features, out_features, bias=False) -) - -# Create INT4 model -int4_model = nn.Sequential( - WeightOnlyInt4Linear(in_features, out_features, bias=False, - groupsize=groupsize, inner_k_tiles=inner_k_tiles) -) - -# Quantize the weights and set up the INT4 model -with torch.no_grad(): - # Convert FP16 weights to INT4 - fp16_weight = fp16_model[0].weight.data.to(torch.bfloat16) - weight_int4pack, scales_and_zeros = prepare_int4_weight_and_scales_and_zeros( - fp16_weight, groupsize, inner_k_tiles - ) - - # Set the quantized weights in the INT4 model - int4_model[0].weight.copy_(weight_int4pack) - int4_model[0].scales_and_zeros.copy_(scales_and_zeros) - -# Move models to GPU -device = torch.device("cuda" if torch.cuda.is_available() else "cpu") -fp16_model = fp16_model.to(device) -int4_model = int4_model.to(device) - -# Create random input tensor -batch_size = 1024 -input_tensor = torch.randn(batch_size, in_features, device=device) -input_tensor_bf16 = input_tensor.to(torch.bfloat16) - -# Speed test function -def speed_test(model, input_tensor, name, num_iterations=100): - # Warmup - for _ in range(10): - _ = model(input_tensor) - - # Actual timing - torch.cuda.synchronize() - start_time = time.time() - - for _ in range(num_iterations): - _ = model(input_tensor) - - torch.cuda.synchronize() - end_time = time.time() - - avg_time = (end_time - start_time) / num_iterations - print(f"{name} model: {avg_time:.6f} seconds per iteration") - return avg_time - -# Run speed tests -with torch.no_grad(): # Disable gradient calculation for inference - print(f"Running benchmark with batch_size={batch_size}, in_features={in_features}, out_features={out_features}") - print(f"INT4 parameters: groupsize={groupsize}, inner_k_tiles={inner_k_tiles}") - - fp16_time = speed_test(fp16_model, input_tensor_bf16, "FP16") - int4_time = speed_test(int4_model, input_tensor, "INT4") - - # Calculate speedup - speedup = fp16_time / int4_time - print(f"INT4 is {speedup:.2f}x faster than FP16") - - # Calculate memory savings - fp16_memory = fp16_model[0].weight.nelement() * fp16_model[0].weight.element_size() - int4_memory = (int4_model[0].weight.nelement() * int4_model[0].weight.element_size() + - int4_model[0].scales_and_zeros.nelement() * int4_model[0].scales_and_zeros.element_size()) - - memory_reduction = fp16_memory / int4_memory - print(f"Memory reduction: {memory_reduction:.2f}x ({fp16_memory/1024/1024:.2f} MB vs {int4_memory/1024/1024:.2f} MB)") - - # Check accuracy - with torch.no_grad(): - fp16_output = fp16_model(input_tensor_bf16) - int4_output = int4_model(input_tensor) - - # Calculate error metrics - abs_error = torch.abs(fp16_output - int4_output) - rel_error = abs_error / (torch.abs(fp16_output) + 1e-7) - - print(f"Mean absolute error: {abs_error.mean().item():.6f}") - print(f"Max absolute error: {abs_error.max().item():.6f}") - print(f"Mean relative error: {rel_error.mean().item():.6f}") \ No newline at end of file diff --git a/research/micro/int8.py b/research/micro/int8.py deleted file mode 100644 index 289ffd8..0000000 --- a/research/micro/int8.py +++ /dev/null @@ -1,83 +0,0 @@ -import torch -import nvmath.bindings.cublas -import ctypes - -# 创建 CUBLAS 句柄 -handle = nvmath.bindings.cublas.create() - -# 准备数据 - 使用 uint8 类型,并确保内存连续 -m, n, k = 64, 32, 48 -a = (torch.rand(m, k, device="cuda") * 255).to(torch.uint8).contiguous() -b = (torch.rand(k, n, device="cuda") * 255).to(torch.uint8).contiguous() -c = torch.zeros(m, n, device="cuda", dtype=torch.uint8).contiguous() - -# 确保张量在 CUDA 上 -assert a.is_cuda and b.is_cuda and c.is_cuda -# 确保张量是连续的 -assert a.is_contiguous() and b.is_contiguous() and c.is_contiguous() - -# 获取指针 -a_ptr = a.data_ptr() -b_ptr = b.data_ptr() -c_ptr = c.data_ptr() - -# 设置参数 -transa = 0 # CUBLAS_OP_N (不转置) -transb = 0 # CUBLAS_OP_N (不转置) -transc = 0 # CUBLAS_OP_N (不转置) - -# 设置偏置值 -a_bias = 0 -b_bias = 0 -c_bias = 0 - -# 设置正确的 leading dimensions -lda = k # A 的 leading dimension -ldb = n # B 的 leading dimension -ldc = n # C 的 leading dimension - -c_mult = 1 -c_shift = 0 - -# 打印调试信息 -print(f"a shape: {a.shape}, a_ptr: {a_ptr}") -print(f"b shape: {b.shape}, b_ptr: {b_ptr}") -print(f"c shape: {c.shape}, c_ptr: {c_ptr}") - -try: - # 调用 uint8gemm_bias - nvmath.bindings.cublas.uint8gemm_bias( - handle, - transa, transb, transc, - m, n, k, - a_ptr, a_bias, lda, - b_ptr, b_bias, ldb, - c_ptr, c_bias, ldc, - c_mult, c_shift - ) -except Exception as e: - print(f"Error: {e}") - # 尝试使用 ctypes 转换指针 - a_ptr_c = ctypes.c_void_p(a_ptr).value - b_ptr_c = ctypes.c_void_p(b_ptr).value - c_ptr_c = ctypes.c_void_p(c_ptr).value - - print(f"Using ctypes: a_ptr: {a_ptr_c}, b_ptr: {b_ptr_c}, c_ptr: {c_ptr_c}") - - # 再次尝试调用 - nvmath.bindings.cublas.uint8gemm_bias( - handle, - transa, transb, transc, - m, n, k, - a_ptr_c, a_bias, lda, - b_ptr_c, b_bias, ldb, - c_ptr_c, c_bias, ldc, - c_mult, c_shift - ) - -# 销毁 CUBLAS 句柄 -nvmath.bindings.cublas.destroy(handle) - -# 打印结果 -print("Result:") -print(c) \ No newline at end of file diff --git a/research/micro/llm_compress.py b/research/micro/llm_compress.py deleted file mode 100644 index f0c6cdb..0000000 --- a/research/micro/llm_compress.py +++ /dev/null @@ -1,23 +0,0 @@ -from llmcompressor.modifiers.smoothquant import SmoothQuantModifier -from llmcompressor.modifiers.quantization import GPTQModifier -from llmcompressor import oneshot - -# Select quantization algorithm. In this case, we: -# * apply SmoothQuant to make the activations easier to quantize -# * quantize the weights to int8 with GPTQ (static per channel) -# * quantize the activations to int8 (dynamic per token) -recipe = [ - SmoothQuantModifier(smoothing_strength=0.8), - GPTQModifier(scheme="W8A8", targets="Linear", ignore=["lm_head"]), -] - -# Apply quantization using the built in open_platypus dataset. -# * See examples for demos showing how to pass a custom calibration set -oneshot( - model="facebook/contriever", - dataset="open_platypus", - recipe=recipe, - output_dir="contriever-INT4", - max_seq_length=2048, - num_calibration_samples=512, -) \ No newline at end of file diff --git a/research/micro/nvmath_test.py b/research/micro/nvmath_test.py deleted file mode 100644 index 9761c6d..0000000 --- a/research/micro/nvmath_test.py +++ /dev/null @@ -1,41 +0,0 @@ -# Copyright (c) 2025, NVIDIA CORPORATION & AFFILIATES. ALL RIGHTS RESERVED. -# -# SPDX-License-Identifier: Apache-2.0 - -""" -This example demonstrates basic matrix multiplication of FP8 tensors. - -In narrow-precision operations, quantization scales must be provided for each tensor. These -scales are used to dequantize input operands and quantize the result. Without proper -scaling, the results of FP8 operations will likely exceed the type's range. - -FP8 is only supported with cuBLAS 12.8 or newer and on devices with compute -capability 8.9 or higher. -""" - -import torch - -import nvmath - -# Prepare sample input data. Note that N, M and K must be divisible by 16 for FP8. -# cuBLAS requires B to be column-major, so we first create a row-major tensor and then -# transpose it. -m, n, k = 64, 32, 48 -a = (torch.rand(m, k, device="cuda") * 10).type(torch.float8_e4m3fn) -b = (torch.rand(n, k, device="cuda") * 10).type(torch.float8_e4m3fn).T - -# Prepare quantization scales. The scales must allow the result to fit within the dynamic -# range of the data type used. Scales can be provided either as a dictionary or as a -# MatmulQuantizationScales object. Note that scales are only allowed for FP8 operands. -scales = {"a": 1, "b": 1, "d": 0.1} - -# Perform the multiplication. The result of the multiplication will be: -# (scales.a * A) @ (scales.b * B) * scales.d -result = nvmath.linalg.advanced.matmul(a, b, quantization_scales=scales) - -# Check how scaling helped to fit into the dynamic range of float8_e4m3fn type. -result_without_scaling = nvmath.linalg.advanced.matmul(a, b, quantization_scales={"a": 1, "b": 1, "d": 1}) -print("Without scaling, most of the elements were clamped to the maximum value of float8_e4m3fn type (448):") -print(result_without_scaling) -print(f"\nWith D scale set to {scales['d']}, they were scaled down to fit into the dynamic range of float8_e4m3fn:") -print(result) \ No newline at end of file diff --git a/research/micro/result.md b/research/micro/result.md deleted file mode 100644 index e69de29..0000000 diff --git a/research/micro/save_small_model.py b/research/micro/save_small_model.py deleted file mode 100644 index 553ce07..0000000 --- a/research/micro/save_small_model.py +++ /dev/null @@ -1,58 +0,0 @@ -import os -import torch -from transformers import AutoModelForCausalLM, AutoTokenizer -from pathlib import Path - -def save_model_in_pth_format(model_name, output_dir): - """ - Download a model from Hugging Face and save it in PTH format - for use with quantization benchmarks. - - Args: - model_name: Name of the model on Hugging Face - output_dir: Directory to save the model - """ - print(f"Loading model {model_name}...") - - # Create output directory if it doesn't exist - os.makedirs(output_dir, exist_ok=True) - - # Load tokenizer and model - tokenizer = AutoTokenizer.from_pretrained(model_name) - model = AutoModelForCausalLM.from_pretrained( - model_name, - torch_dtype=torch.bfloat16, - low_cpu_mem_usage=True - ) - - # Save tokenizer - tokenizer.save_pretrained(output_dir) - - # Extract and save the model weights in PTH format - model_state_dict = model.state_dict() - - # Save the model weights - model_path = Path(output_dir) / "model.pth" - torch.save(model_state_dict, model_path) - - print(f"Model saved to {model_path}") - - # Print model size information - param_count = sum(p.numel() for p in model.parameters()) - model_size_mb = sum(p.numel() * p.element_size() for p in model.parameters()) / (1024 * 1024) - - print(f"Model parameters: {param_count:,}") - print(f"Model size: {model_size_mb:.2f} MB") - - return model_path - -if __name__ == "__main__": - # Use a small model for testing - model_name = "TinyLlama/TinyLlama-1.1B-Chat-v1.0" - output_dir = "./tinyllama-1.1b-chat" - - model_path = save_model_in_pth_format(model_name, output_dir) - - print("\nYou can now use this model with the INT4 benchmark script.") - print("Example command:") - print(f"python int4benchmark.py --model_path {model_path}") \ No newline at end of file diff --git a/research/micro/transformer-batching-benchmark.ipynb b/research/micro/transformer-batching-benchmark.ipynb deleted file mode 100644 index 2b1a384..0000000 --- a/research/micro/transformer-batching-benchmark.ipynb +++ /dev/null @@ -1,677 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "cab91cfc", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/ubuntu/Power-RAG/.venv/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - } - ], - "source": [ - "import copy\n", - "import dataclasses\n", - "import os\n", - "import time\n", - "import pathlib\n", - "import itertools\n", - "import multiprocessing\n", - "import scipy\n", - "import numpy as np\n", - "import pandas as pd\n", - "import pickle\n", - "import gzip\n", - "import threading\n", - "import queue\n", - "import pytz\n", - "import traceback\n", - "from datetime import datetime\n", - "from tqdm.auto import tqdm, trange\n", - "from typing import Any\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib.ticker as mtick\n", - "%matplotlib inline\n", - "%config InlineBackend.figure_format='retina'" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "8d24fbd7", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Sat Apr 12 00:10:05 2025 \n", - "+-----------------------------------------------------------------------------------------+\n", - "| NVIDIA-SMI 550.120 Driver Version: 550.120 CUDA Version: 12.4 |\n", - "|-----------------------------------------+------------------------+----------------------+\n", - "| GPU Name Persistence-M | Bus-Id Disp.A | Volatile Uncorr. ECC |\n", - "| Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | GPU-Util Compute M. |\n", - "| | | MIG M. |\n", - "|=========================================+========================+======================|\n", - "| 0 NVIDIA A10G Off | 00000000:00:1E.0 Off | 0 |\n", - "| 0% 27C P8 15W / 300W | 4MiB / 23028MiB | 0% Default |\n", - "| | | N/A |\n", - "+-----------------------------------------+------------------------+----------------------+\n", - " \n", - "+-----------------------------------------------------------------------------------------+\n", - "| Processes: |\n", - "| GPU GI CI PID Type Process name GPU Memory |\n", - "| ID ID Usage |\n", - "|=========================================================================================|\n", - "| No running processes found |\n", - "+-----------------------------------------------------------------------------------------+\n" - ] - } - ], - "source": [ - "!nvidia-smi" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "538b2c11", - "metadata": {}, - "outputs": [], - "source": [ - "def benchmark(f, *, f_setup=None, min_repeat: int, min_secs: float, tqdm_kwargs: dict | None=None) -> np.ndarray:\n", - " latency = []\n", - " \n", - " # First run, ignore min_secs\n", - " if f_setup is not None:\n", - " f_setup()\n", - " st = time.perf_counter_ns()\n", - " f()\n", - " ed = time.perf_counter_ns()\n", - " latency.append((ed-st)/1e9)\n", - " \n", - " # Subsequent runs, until reaching both min_repeat and min_secs\n", - " min_nanos = int(min_secs * 1e9)\n", - " start_nanos = time.perf_counter_ns()\n", - " while True:\n", - " now_nanos = time.perf_counter_ns()\n", - " if len(latency) > min_repeat and now_nanos - start_nanos > min_nanos:\n", - " break\n", - " if f_setup is not None:\n", - " f_setup()\n", - " st = time.perf_counter_ns()\n", - " f()\n", - " ed = time.perf_counter_ns()\n", - " latency.append((ed-st)/1e9)\n", - " return np.array(latency)\n", - "\n", - "def tail_mean(xs, skip=0.2):\n", - " return xs[int(len(xs) * skip):].mean()" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "02c9c9b1", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import torch\n", - "torch.set_grad_enabled(False)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "3405fdc7", - "metadata": {}, - "outputs": [], - "source": [ - "nd_list = list(itertools.chain(itertools.product([12, 3], [256])))\n", - "seqlen_list = [256]\n", - "bs_list = [2,4,8,16,32,64,128,256,512,1024,2048]" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "10dc981a", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[(12, 256), (3, 256)]\n", - "[256]\n", - "[2, 4, 8, 16, 32, 64, 128, 256, 512, 1024, 2048]\n" - ] - } - ], - "source": [ - "print(nd_list)\n", - "print(seqlen_list)\n", - "print(bs_list)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "7e0ee385", - "metadata": {}, - "outputs": [], - "source": [ - "def benchmark_dense(out, nd_list, seqlen_list, bs_list):\n", - " seqlen_list = [1] + seqlen_list\n", - " total = len(list(itertools.product(nd_list, seqlen_list, bs_list)))\n", - " pbar = tqdm(total=total)\n", - " for (n, d), seqlen in reversed(list(itertools.product(nd_list, seqlen_list))):\n", - " h = n * d\n", - " maxbs = max(bs_list)\n", - " print(maxbs, n, d, seqlen)\n", - " cache = torch.empty(int(256e6 // 4), dtype=torch.int, device=\"cuda:0\")\n", - " X = torch.rand((maxbs, seqlen, h), dtype=torch.bfloat16, device=\"cuda:0\")\n", - " W = torch.rand((h, h), dtype=torch.bfloat16, device=\"cuda:0\")\n", - " torch.cuda.synchronize()\n", - " for bs in reversed(bs_list):\n", - " pbar.set_postfix(n=n, h=h, d=d, seqlen=seqlen, bs=bs)\n", - " def run():\n", - " torch.matmul(X[:bs], W)\n", - " torch.cuda.synchronize()\n", - " def clear_cache():\n", - " cache.zero_()\n", - " torch.cuda.synchronize()\n", - " latency = benchmark(run, f_setup=clear_cache, min_repeat=20, min_secs=2)\n", - " l = tail_mean(latency)\n", - " out.append({\n", - " \"n\": n,\n", - " \"d\": d,\n", - " \"seqlen\": seqlen,\n", - " \"bs\": bs,\n", - " \"latency\": l\n", - " })\n", - " pbar.update()\n", - " del cache, X, W\n", - " torch.cuda.empty_cache()\n", - " pbar.close()" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "c206a502", - "metadata": {}, - "outputs": [], - "source": [ - "def benchmark_qk_init(out, nd_list, seqlen_list, bs_list):\n", - " total = len(list(itertools.product(nd_list, seqlen_list, bs_list)))\n", - " pbar = tqdm(total=total)\n", - " for (n, d), seqlen in reversed(list(itertools.product(nd_list, seqlen_list))):\n", - " h = n * d\n", - " try:\n", - " maxbs = max(b for b in bs_list if b*n*seqlen*d*2*2+b*n*seqlen**2*2 < 80e9)\n", - " except ValueError:\n", - " pbar.update(len(bs_list))\n", - " continue\n", - " cache = torch.empty(int(256e6 // 4), dtype=torch.int, device=\"cuda:0\")\n", - " Qmax = torch.rand((maxbs, n, seqlen, d), dtype=torch.bfloat16, device=\"cuda:0\")\n", - " Kmax = torch.rand((maxbs, n, seqlen, d), dtype=torch.bfloat16, device=\"cuda:0\")\n", - " torch.cuda.synchronize()\n", - " for bs in reversed(bs_list):\n", - " pbar.set_postfix(n=n, h=h, d=d, seqlen=seqlen, bs=bs)\n", - " if bs > maxbs:\n", - " pbar.update()\n", - " continue\n", - " Q = Qmax[:bs]\n", - " K = Kmax[:bs]\n", - " def run():\n", - " torch.bmm(Q.view(bs * n, seqlen, d), K.view(bs * n, seqlen, d).transpose(1, 2))\n", - " torch.cuda.synchronize()\n", - " def clear_cache():\n", - " cache.zero_()\n", - " torch.cuda.synchronize()\n", - " latency = benchmark(run, f_setup=clear_cache, min_repeat=20, min_secs=2)\n", - " l = tail_mean(latency)\n", - " out.append({\n", - " \"n\": n,\n", - " \"d\": d,\n", - " \"seqlen\": seqlen,\n", - " \"bs\": bs,\n", - " \"latency\": l\n", - " })\n", - " pbar.update()\n", - " del cache, Q, K, Qmax, Kmax\n", - " torch.cuda.empty_cache()\n", - " pbar.close()" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "a3a2103c", - "metadata": {}, - "outputs": [], - "source": [ - "def benchmark_qk_ar(out, nd_list, seqlen_list, bs_list):\n", - " total = len(list(itertools.product(nd_list, seqlen_list, bs_list)))\n", - " pbar = tqdm(total=total)\n", - " for (n, d), seqlen in reversed(list(itertools.product(nd_list, seqlen_list))):\n", - " h = n * d\n", - " try:\n", - " maxbs = max(b for b in bs_list if b*n*(1+seqlen)*d*2+b*n*seqlen*2 < 80e9)\n", - " except ValueError:\n", - " pbar.update(len(bs_list))\n", - " continue\n", - " cache = torch.empty(int(256e6 // 4), dtype=torch.int, device=\"cuda:0\")\n", - " Qmax = torch.rand((maxbs, n, 1, d), dtype=torch.bfloat16, device=\"cuda:0\")\n", - " Kmax = torch.rand((maxbs, n, seqlen, d), dtype=torch.bfloat16, device=\"cuda:0\")\n", - " torch.cuda.synchronize()\n", - " for bs in reversed(bs_list):\n", - " pbar.set_postfix(n=n, h=h, d=d, seqlen=seqlen, bs=bs)\n", - " if bs > maxbs:\n", - " pbar.update()\n", - " continue\n", - " Q = Qmax[:bs]\n", - " K = Kmax[:bs]\n", - " def run():\n", - " torch.bmm(Q.view(bs * n, 1, d), K.view(bs * n, seqlen, d).transpose(1, 2))\n", - " torch.cuda.synchronize()\n", - " def clear_cache():\n", - " cache.zero_()\n", - " torch.cuda.synchronize()\n", - " latency = benchmark(run, f_setup=clear_cache, min_repeat=20, min_secs=2)\n", - " l = tail_mean(latency)\n", - " out.append({\n", - " \"n\": n,\n", - " \"d\": d,\n", - " \"seqlen\": seqlen,\n", - " \"bs\": bs,\n", - " \"latency\": l\n", - " })\n", - " pbar.update()\n", - " del cache, Q, K, Qmax, Kmax\n", - " torch.cuda.empty_cache()\n", - " pbar.close()" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "3aaad98a", - "metadata": {}, - "outputs": [], - "source": [ - "data = {}" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "18137de3", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - " 0%| | 0/22 [00:00" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pd\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a25cdd5a", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "63b8a531", - "metadata": {}, - "outputs": [], - "source": [ - "import transformers" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "af90eff1", - "metadata": {}, - "outputs": [], - "source": [ - "def _gen_opt_cfg(n_layers: int, d_model: int, n_heads: int, **kwargs) -> transformers.OPTConfig:\n", - " return transformers.OPTConfig(\n", - " num_hidden_layers=n_layers,\n", - " hidden_size=d_model,\n", - " ffn_dim=d_model*4,\n", - " num_attention_heads=n_heads,\n", - " **kwargs\n", - " )\n", - "optcfg = {\n", - " # https://arxiv.org/pdf/2205.01068.pdf Table 2.1\n", - " \"125m\": _gen_opt_cfg(12, 768, 12),\n", - " \"350m\": _gen_opt_cfg(24, 1024, 16),\n", - " \"760m\": _gen_opt_cfg(24, 1536, 16),\n", - " \"1.3b\": _gen_opt_cfg(24, 2048, 32),\n", - " \"2.7b\": _gen_opt_cfg(32, 2560, 32),\n", - " \"6.7b\": _gen_opt_cfg(32, 4096, 32),\n", - " \"13b\": _gen_opt_cfg(40, 5120, 40),\n", - " \"13b_1layer\": _gen_opt_cfg(1, 5120, 40),\n", - " \"30b\": _gen_opt_cfg(48, 7168, 56),\n", - " \"66b\": _gen_opt_cfg(64, 9216, 72),\n", - " \"175b\": _gen_opt_cfg(96, 12288, 96),\n", - " \"175b_1layer\": _gen_opt_cfg(1, 12288, 96),\n", - "}" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5b9ebbec", - "metadata": {}, - "outputs": [], - "source": [ - "def greedy_sample_one(model, input_ids, attention_mask=None, past_key_values=None):\n", - " bs, tgt_len = input_ids.shape\n", - " if past_key_values is not None:\n", - " _bs, _num_heads, src_len, _head_dims = past_key_values[0][0].shape\n", - " assert bs == _bs\n", - " else:\n", - " src_len = 0\n", - " if attention_mask is None:\n", - " attention_mask = torch.ones((bs, src_len + tgt_len), device=model.device)\n", - " ret = model(\n", - " input_ids=input_ids,\n", - " attention_mask=attention_mask,\n", - " past_key_values=past_key_values,\n", - " use_cache=True, output_hidden_states=False, return_dict=True,\n", - " )\n", - " return ret\n", - "\n", - "def time_greedy_generate(model, input_ids, new_tokens):\n", - " ts = []\n", - " output = input_ids\n", - " past_key_values = None\n", - " cache = torch.empty(int(256e6 // 4), dtype=torch.int, device=model.device)\n", - " attention_mask = torch.ones(input_ids.shape, device=model.device) \n", - " for _ in range(new_tokens):\n", - " cache.zero_()\n", - " torch.cuda.synchronize()\n", - " st = time.perf_counter_ns()\n", - " \n", - " ret = greedy_sample_one(model, input_ids, attention_mask, past_key_values)\n", - " input_ids = torch.argmax(ret.logits[:, -1, :], axis=-1)[:, None]\n", - " output = torch.cat([output, input_ids], axis=1)\n", - " past_key_values = ret.past_key_values\n", - " attention_mask = torch.cat([attention_mask, attention_mask.new_ones((attention_mask.shape[0], 1))], dim=-1)\n", - " \n", - " torch.cuda.synchronize()\n", - " ed = time.perf_counter_ns()\n", - " ts.append((ed-st)/1e9)\n", - " return np.array(ts)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "fc92f940", - "metadata": {}, - "outputs": [], - "source": [ - "opt_config = optcfg[\"6.7b\"]\n", - "\n", - "torch.set_default_dtype(torch.bfloat16)\n", - "with transformers.modeling_utils.no_init_weights():\n", - " model = transformers.models.opt.OPTForCausalLM(opt_config).to(\"cuda\")\n", - "torch.set_default_dtype(torch.float32)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c19fa396", - "metadata": {}, - "outputs": [], - "source": [ - "db = {}\n", - "input_tokens = 200\n", - "new_tokens = 500\n", - "for bs in tqdm(list(itertools.chain(range(1, 8), range(8, 16, 2), [16]))):\n", - " x = torch.randint(1000, 10000, (bs, input_tokens), device=model.device)\n", - " stack = []\n", - " for _ in range(10):\n", - " l = time_greedy_generate(model, x, new_tokens=new_tokens)\n", - " stack.append(l)\n", - " db[bs] = np.median(np.stack(stack), axis=0)\n", - " del x\n", - " torch.cuda.empty_cache()\n", - "del model\n", - "torch.cuda.empty_cache()\n", - "\n", - "with gzip.open(\"data/20230516-e2e-text-generation-batch.pkl.gz\", \"wb\") as f:\n", - " pickle.dump(db, f)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": ".venv", - "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": "3.10.12" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/research/paper_plot/acc_fig.py b/research/paper_plot/acc_fig.py deleted file mode 100644 index 7afbb42..0000000 --- a/research/paper_plot/acc_fig.py +++ /dev/null @@ -1,165 +0,0 @@ -import matplotlib.pyplot as plt -import numpy as np -import pandas as pd - -# Set plot parameters -plt.rcParams["font.family"] = "Helvetica" -plt.rcParams["ytick.direction"] = "in" -plt.rcParams["hatch.linewidth"] = 1.5 -plt.rcParams["font.weight"] = "bold" -plt.rcParams["axes.labelweight"] = "bold" -plt.rcParams["text.usetex"] = True - -# Path settings -FIGURE_PATH = "./paper_plot/figures" - -# Load accuracy data -acc_data = pd.read_csv("./paper_plot/data/acc.csv") - -# Create figure with 4 subplots (one for each dataset) -fig, axs = plt.subplots(1, 4) -fig.set_size_inches(9, 2.5) - -# Reduce the spacing between subplots -# plt.subplots_adjust(wspace=0.2) # Reduced from 0.3 to 0.1 - -# Define datasets and their columns -datasets = ["NQ", "TriviaQA", "GPQA", "HotpotQA"] -metrics = ["Exact Match", "F1"] - -# Define bar settings - make bars thicker -# total_width, n = 0.9, 3 # increased total width and n for three models -# width = total_width / n -# The 'width' variable below now defines the distance between the centers of adjacent bars within a group. -# It's also used as the base for calculating the actual plotted bar width. -# Original 2 bars had centers 1.0 apart. For 3 bars, we need a smaller distance. -# A value of 0.64 for distance between centers, with a scaling factor of 0.8 for bar width, -# results in an actual bar width of ~0.51, and a group span of ~1.79, similar to original's ~1.76. -n = 3 # Number of models -width = 0.64 # Distance between centers of adjacent bars in a group -bar_width_plotting_factor = 0.8 # Bar takes 80% of the space defined by 'width' - -# Colors and hatches -edgecolors = ["dimgrey", "#63B8B6", "tomato"] # Added color for PQ 5 -hatches = ["/////", "xxxxx", "\\\\\\\\\\"] # Added hatch for PQ 5 -labels = ["BM25", "PQ Compressed", "Ours"] # Added PQ 5 - -# Create plots for each dataset -for i, dataset in enumerate(datasets): - ax = axs[i] - - # Get data for this dataset and convert to percentages - em_values = [ - acc_data.loc[0, f"{dataset} Exact Match"] * 100, - acc_data.loc[1, f"{dataset} Exact Match"] * 100, - acc_data.loc[2, f"{dataset} Exact Match"] * 100 # Added PQ 5 EM data - ] - f1_values = [ - acc_data.loc[0, f"{dataset} F1"] * 100, - acc_data.loc[1, f"{dataset} F1"] * 100, - acc_data.loc[2, f"{dataset} F1"] * 100 # Added PQ 5 F1 data - ] - - # Define x positions for bars - # For EM: center - width, center, center + width - # For F1: center - width, center, center + width - group_centers = [1.0, 3.0] # Centers for EM and F1 groups - bar_offsets = [-width, 0, width] - - # Plot all bars on the same axis - for metric_idx, metric_group_center in enumerate(group_centers): - values_to_plot = em_values if metric_idx == 0 else f1_values - for j, model_label in enumerate(labels): - x_pos = metric_group_center + bar_offsets[j] - bar_value = values_to_plot[j] - - ax.bar( - x_pos, - bar_value, - width=width * bar_width_plotting_factor, # Use the new factor for bar width - color="white", - edgecolor=edgecolors[j], - hatch=hatches[j], - linewidth=1.5, - label=model_label if i == 0 and metric_idx == 0 else None # Label only once - ) - - # Add value on top of bar - ax.text(x_pos, bar_value + (0.1 if dataset == "GPQA" else 0.1), - f"{bar_value:.1f}", ha='center', va='bottom', - fontsize=9, fontweight='bold') # Reduced fontsize for text on bars - - # Set x-ticks and labels - ax.set_xticks(group_centers) # Position ticks at the center of each group - xticklabels = ax.set_xticklabels(metrics, fontsize=12) - - # Now, shift these labels slightly to the right - # Adjust this value to control the amount of shift (in data coordinates) - # Given your group_centers are 1.0 and 3.0, a small value like 0.05 to 0.15 might be appropriate. - # horizontal_shift = 0.7 # Try adjusting this value - - # for label in xticklabels: - # # Get the current x position (which is the tick location) - # current_x_pos = label.get_position()[0] - # # Set the new x position by adding the shift - # label.set_position((current_x_pos + horizontal_shift, label.get_position()[1])) - # # Ensure the label remains horizontally centered on this new x position - # # (set_xticklabels defaults to 'center', so this re-affirms it if needed) - # label.set_horizontalalignment('center') - - # Set title - ax.set_title(dataset, fontsize=14) - - # Set y-label for all subplots - if i == 0: - ax.set_ylabel("Accuracy (\%)", fontsize=12, fontweight="bold") - else: - # Hide y-tick labels for non-first subplots to save space - ax.tick_params(axis='y', labelsize=10) - - # Set y-limits based on data range - all_values = em_values + f1_values - max_val = max(all_values) - min_val = min(all_values) - - # Special handling for GPQA which has very low values - if dataset == "GPQA": - ax.set_ylim(0, 10.0) # Set a fixed range for GPQA - else: - # Reduce the extra space above the bars - ax.set_ylim(min_val * 0.9, max_val * 1.1) # Adjusted upper limit for text - - # Format y-ticks as percentages - ax.yaxis.set_major_formatter(plt.FuncFormatter(lambda y, _: ' {:.0f}'.format(y))) - - # Set x-limits to properly space the bars with less blank space - # ax.set_xlim(group_centers[0] - total_width, group_centers[1] + total_width) - # Set xlim to be similar to original (0,4) for group_centers (1,3) => margin of 1.0 - ax.set_xlim(group_centers[0] - 1.0, group_centers[1] + 1.0) - - # Add a box around the subplot - # for spine in ax.spines.values(): - # spine.set_visible(True) - # spine.set_linewidth(1.0) - - # Add legend to first subplot - if i == 0: - ax.legend( - bbox_to_anchor=(2.21, 1.35), # Adjusted anchor if needed - ncol=3, # Changed to 3 columns for three labels - loc="upper center", - labelspacing=0.1, - edgecolor="black", - facecolor="white", - framealpha=1, - shadow=False, - fancybox=False, - handlelength=1.0, - handletextpad=0.6, - columnspacing=0.8, - prop={"weight": "bold", "size": 12}, - ) - -# Save figure with tight layout but no additional padding -plt.savefig(FIGURE_PATH + "/accuracy_comparison.pdf", bbox_inches='tight', pad_inches=0.05) -plt.show() \ No newline at end of file diff --git a/research/paper_plot/analyze_visits.py b/research/paper_plot/analyze_visits.py deleted file mode 100644 index 940d1d8..0000000 --- a/research/paper_plot/analyze_visits.py +++ /dev/null @@ -1,309 +0,0 @@ -#!/usr/bin/env python3 -# -*- coding:utf-8 -*- -# Motto: Were It to Benefit My Country, I Would Lay Down My Life! -# \file: /hnsw_degree_visit_plot_binned_academic.py -# \brief: Generates a binned bar plot of HNSW node average per-query visit probability -# per degree bin, styled for academic publications, with caching. -# Author: raphael hao (Original script by user, styling and caching adapted by Gemini) - -# %% -import numpy as np -import pandas as pd -import matplotlib.pyplot as plt -import re -from collections import Counter -import os # For robust filepath manipulation -import math # For calculating scaling factor -import pickle # For caching data - -# %% -# --- Matplotlib parameters for academic paper style (from reference) --- -plt.rcParams["font.family"] = "Helvetica" -plt.rcParams["ytick.direction"] = "in" -plt.rcParams["hatch.linewidth"] = 1.5 -plt.rcParams["font.weight"] = "bold" -plt.rcParams["axes.labelweight"] = "bold" -plt.rcParams["text.usetex"] = True # Use LaTeX for text rendering (if available) - -# --- Define styles from reference --- -edgecolors_ref = ["dimgrey", "#63B8B6", "tomato", "silver", "slategray"] - -# %% -# --- File Paths --- -degree_file = '/opt/dlami/nvme/scaling_out/indices/rpj_wiki/facebook/contriever-msmarco/hnsw/degree_distribution.txt' -visit_log_file = './re.log' -output_image_file = './paper_plot/figures/hnsw_visit_count_per_degree_corrected.pdf' -# --- CACHE FILE PATH: Keep this consistent --- -CACHE_FILE_PATH = './binned_plot_data_cache.pkl' - -# --- Configuration --- -# Set to True to bypass cache and force recomputation. -# Otherwise, delete CACHE_FILE_PATH manually to force recomputation. -FORCE_RECOMPUTE = False -NUMBER_OF_QUERIES = 1000.0 # Number of queries the visit_counts are based on - -# Create directory for figures if it doesn't exist -output_dir = os.path.dirname(output_image_file) -if output_dir and not os.path.exists(output_dir): - os.makedirs(output_dir) - print(f"Created directory: {output_dir}") - -# %% -# --- Attempt to load data from cache or compute --- -df_plot_data = None -bin_size_for_plot = None # Will hold the bin_size associated with df_plot_data - -if not FORCE_RECOMPUTE and os.path.exists(CACHE_FILE_PATH): - try: - with open(CACHE_FILE_PATH, 'rb') as f: - cache_content = pickle.load(f) - df_plot_data = cache_content['data'] - bin_size_for_plot = cache_content['bin_size'] - # Basic validation of cached data - # Expecting 'average_visit_count_per_node_in_bin' (raw average over NUMBER_OF_QUERIES) - if not isinstance(df_plot_data, pd.DataFrame) or \ - 'degree_bin_label' not in df_plot_data.columns or \ - 'average_visit_count_per_node_in_bin' not in df_plot_data.columns or \ - not isinstance(bin_size_for_plot, int): - print("Cached data is not in the expected format or missing 'average_visit_count_per_node_in_bin'. Recomputing.") - df_plot_data = None # Invalidate to trigger recomputation - else: - print(f"Successfully loaded binned data from cache: {CACHE_FILE_PATH}") - - # --- Modify the label loaded from cache for display purpose --- - # This modification only happens when data is loaded from cache and meets specific conditions. - # Assumption: If the bin_size_for_plot in cache is 5, - # then the original label "0-4" actually represents nodes with degree 1-4 (because you guarantee no 0-degree nodes). - if df_plot_data is not None and 'degree_bin_label' in df_plot_data.columns and bin_size_for_plot == 5: - # Check if "0-4" label exists - if '0-4' in df_plot_data['degree_bin_label'].values: - # Use .loc to ensure the modification is on the original DataFrame - df_plot_data.loc[df_plot_data['degree_bin_label'] == '0-4', 'degree_bin_label'] = '1-4' - print("Modified degree_bin_label from '0-4' to '1-4' for display purpose.") - except Exception as e: - print(f"Error loading from cache: {e}. Recomputing.") - df_plot_data = None # Invalidate to trigger recomputation - -if df_plot_data is None: - print("Cache not found, invalid, or recompute forced. Computing data from scratch...") - # --- 1. Read Degree Distribution File --- - degrees_data = [] - try: - with open(degree_file, 'r') as f: - for i, line in enumerate(f): - line_stripped = line.strip() - if line_stripped: - degrees_data.append({'node_id': i, 'degree': int(line_stripped)}) - except FileNotFoundError: - print(f"Error: Degree file '{degree_file}' not found. Using dummy data for degrees.") - degrees_data = [{'node_id': i, 'degree': (i % 20) + 1 } for i in range(200)] - degrees_data.extend([{'node_id': 200+i, 'degree': i} for i in range(58, 67)]) # For 60-64 bin - degrees_data.extend([{'node_id': 300+i, 'degree': (i % 5)+1} for i in range(10)]) # Low degrees - degrees_data.extend([{'node_id': 400+i, 'degree': 80 + (i%5)} for i in range(10)]) # High degrees - - - if not degrees_data: - print(f"Critical Error: No data loaded or generated for degrees. Exiting.") - exit() - df_degrees = pd.DataFrame(degrees_data) - print(f"Successfully loaded/generated {len(df_degrees)} degree entries.") - - # --- 2. Read Visit Log File and Count Frequencies --- - visit_counts = Counter() - node_id_pattern = re.compile(r"Vis(i)?ted node: (\d+)") - try: - with open(visit_log_file, 'r') as f_log: - for line_num, line in enumerate(f_log, 1): - match = node_id_pattern.search(line) - if match: - try: - node_id = int(match.group(2)) - visit_counts[node_id] += 1 # Increment visit count for the node - except ValueError: - print(f"Warning: Non-integer node_id in log '{visit_log_file}' line {line_num}: {line.strip()}") - except FileNotFoundError: - print(f"Warning: Visit log file '{visit_log_file}' not found. Using dummy visit counts.") - if not df_degrees.empty: - for node_id_val in df_degrees['node_id'].sample(frac=0.9, random_state=1234): # Seed for reproducibility - degree_val = df_degrees[df_degrees['node_id'] == node_id_val]['degree'].iloc[0] - # Generate visit counts to test different probability magnitudes - if node_id_val % 23 == 0: # Very low probability - lambda_val = 0.0005 * (100 / (max(1,degree_val) + 1)) # avg visits over 1k queries - elif node_id_val % 11 == 0: # Low probability - lambda_val = 0.05 * (100 / (max(1,degree_val) + 1)) - elif node_id_val % 5 == 0: # Moderate probability - lambda_val = 2.5 * (100 / (max(1,degree_val) + 1)) - else: # Higher probability (but still < 1000 visits for a single node usually) - lambda_val = 50 * (100 / (max(1,degree_val) + 1)) - visit_counts[node_id_val] = np.random.poisson(lambda_val) - if visit_counts[node_id_val] < 0: visit_counts[node_id_val] = 0 - - if not visit_counts: - print(f"Warning: No visit data parsed/generated. Plot may show zero visits.") - df_visits = pd.DataFrame(columns=['node_id', 'visit_count']) - else: - df_visits_list = [{'node_id': nid, 'visit_count': count} for nid, count in visit_counts.items()] - df_visits = pd.DataFrame(df_visits_list) - print(f"Parsed/generated {len(df_visits)} unique visited nodes, totaling {sum(visit_counts.values())} visits (simulated over {NUMBER_OF_QUERIES} queries).") - - # --- 3. Merge Degree Data with Visit Data --- - df_merged = pd.merge(df_degrees, df_visits, on='node_id', how='left') - df_merged['visit_count'] = df_merged['visit_count'].fillna(0).astype(float) # visit_count is total over NUMBER_OF_QUERIES - print(f"Merged data contains {len(df_merged)} entries.") - - # --- 5. Binning Degrees and Calculating Average Visit Count per Node in Bin (over NUMBER_OF_QUERIES) --- - current_bin_size = 5 - bin_size_for_plot = current_bin_size - - if not df_degrees.empty: - print(f"\nBinning degrees into groups of {current_bin_size} for average visit count calculation...") - - df_merged_with_bins = df_merged.copy() - df_merged_with_bins['degree_bin_start'] = (df_merged_with_bins['degree'] // current_bin_size) * current_bin_size - - df_binned_analysis = df_merged_with_bins.groupby('degree_bin_start').agg( - total_visit_count_in_bin=('visit_count', 'sum'), - node_count_in_bin=('node_id', 'nunique') - ).reset_index() - - # This is the average number of times a node in this bin was visited over NUMBER_OF_QUERIES queries. - # This value is what gets cached. - df_binned_analysis['average_visit_count_per_node_in_bin'] = 0.0 - df_binned_analysis.loc[df_binned_analysis['node_count_in_bin'] > 0, 'average_visit_count_per_node_in_bin'] = \ - df_binned_analysis['total_visit_count_in_bin'] / df_binned_analysis['node_count_in_bin'] - - df_binned_analysis['degree_bin_label'] = df_binned_analysis['degree_bin_start'].astype(str) + '-' + \ - (df_binned_analysis['degree_bin_start'] + current_bin_size - 1).astype(str) - - bin_to_drop_label = '60-64' - original_length = len(df_binned_analysis) - df_plot_data_intermediate = df_binned_analysis[df_binned_analysis['degree_bin_label'] != bin_to_drop_label].copy() - if len(df_plot_data_intermediate) < original_length: - print(f"\nManually dropped the bin: '{bin_to_drop_label}'") - else: - print(f"\nNote: Bin '{bin_to_drop_label}' not found for dropping or already removed.") - - df_plot_data = df_plot_data_intermediate - - print(f"\nBinned data (average visit count per node in bin over {NUMBER_OF_QUERIES} queries) for plotting prepared:") - print(df_plot_data[['degree_bin_label', 'average_visit_count_per_node_in_bin']].head()) - - if df_plot_data is not None and not df_plot_data.empty: - try: - with open(CACHE_FILE_PATH, 'wb') as f: - pickle.dump({'data': df_plot_data, 'bin_size': bin_size_for_plot}, f) - print(f"Saved computed binned data to cache: {CACHE_FILE_PATH}") - except Exception as e: - print(f"Error saving data to cache: {e}") - elif df_plot_data is None or df_plot_data.empty: - print("Computed data for binned plot is empty, not saving to cache.") - else: - print("Degree data (df_degrees) is empty. Cannot perform binning.") - df_plot_data = pd.DataFrame() - bin_size_for_plot = current_bin_size - -# %% -# --- 6. Plotting (Binned Bar Chart - Academic Style) --- - -if df_plot_data is not None and not df_plot_data.empty and 'average_visit_count_per_node_in_bin' in df_plot_data.columns: - base_name, ext = os.path.splitext(output_image_file) - # --- OUTPUT PDF FILE NAME: Keep this consistent --- - binned_output_image_file = base_name + ext - - fig, ax = plt.subplots(figsize=(6, 2.5)) # Adjusted figure size - - df_plot_data_plotting = df_plot_data.copy() - # Calculate per-query probability: (avg visits over N queries) / N - df_plot_data_plotting['per_query_visit_probability'] = \ - df_plot_data_plotting['average_visit_count_per_node_in_bin'] / NUMBER_OF_QUERIES - - max_probability = df_plot_data_plotting['per_query_visit_probability'].max() - - y_axis_values_to_plot = df_plot_data_plotting['per_query_visit_probability'] - y_axis_label = r"Per-Query Node Visit Probability in Bin" # Base label - - apply_scaling_to_label_and_values = False # Initialize flag - exponent_for_label_display = 0 # Initialize exponent - - if pd.notna(max_probability) and max_probability > 0: - potential_exponent = math.floor(math.log10(max_probability)) - - if potential_exponent <= -4 or potential_exponent >= 0: - apply_scaling_to_label_and_values = True - exponent_for_label_display = potential_exponent - # No specific adjustment for potential_exponent >=0 here, it's handled by the general logic. - - if apply_scaling_to_label_and_values: - y_axis_label = rf"Visit Probability ($\times 10^{{{exponent_for_label_display}}}$)" - y_axis_values_to_plot = df_plot_data_plotting['per_query_visit_probability'] / (10**exponent_for_label_display) - print(f"Plotting with Max per-query probability: {max_probability:.2e}, Exponent for label: {exponent_for_label_display}. Y-axis values scaled for plot.") - else: - print(f"Plotting with Max per-query probability: {max_probability:.2e}. Plotting direct probabilities without label scaling (exponent {potential_exponent} is within no-scale range [-3, -1]).") - - elif pd.notna(max_probability) and max_probability == 0: - print("Max per-query probability is 0. Plotting direct probabilities (all zeros).") - else: - print(f"Max per-query probability is NaN or invalid ({max_probability}). Plotting direct probabilities without scaling if possible.") - - ax.bar( - df_plot_data_plotting['degree_bin_label'], - y_axis_values_to_plot, - color='white', - edgecolor=edgecolors_ref[0], - linewidth=1.5, - width=0.8 - ) - - ax.set_xlabel('Node Degree', fontsize=10.5, labelpad=6) - # MODIFIED LINE: Added labelpad to move the y-axis label to the left - ax.set_ylabel(y_axis_label, fontsize=10.5, labelpad=10) - - ax.yaxis.set_major_formatter(plt.FuncFormatter(lambda x, pos: f"{x:.0f}%")) - - num_bins = len(df_plot_data_plotting) - if num_bins > 12: - ax.set_xticks(ax.get_xticks()) - ax.set_xticklabels(ax.get_xticklabels(), rotation=45, ha="right", fontsize=9) - elif num_bins > 8: - ax.tick_params(axis='x', labelsize=9) - else: - ax.tick_params(axis='x', labelsize=10) - - ax.tick_params(axis='y', labelsize=10) - - padding_factor = 0.05 - current_max_y_on_axis = y_axis_values_to_plot.max() - - upper_y_limit = 0.1 # Default small upper limit - if pd.notna(current_max_y_on_axis): - if current_max_y_on_axis > 0: - # Adjust minimum visible range based on whether scaling was applied and the exponent - min_meaningful_limit = 0.01 - if apply_scaling_to_label_and_values and exponent_for_label_display >= 0 : # Numbers on axis are smaller due to positive exponent scaling - min_meaningful_limit = 0.1 # If original numbers were e.g. 2500 (2.5 x 10^3), scaled axis is 2.5, 0.1 is fine - elif not apply_scaling_to_label_and_values and pd.notna(max_probability) and max_probability >=1: # Direct large probabilities - min_meaningful_limit = 1 # If max prob is 2.5 (250%), axis value 2.5, needs larger base limit - - upper_y_limit = max(min_meaningful_limit, current_max_y_on_axis * (1 + padding_factor)) - - else: # current_max_y_on_axis is 0 - upper_y_limit = 0.1 - ax.set_ylim(0, upper_y_limit) - else: - ax.set_ylim(0, 1.0) # Default for empty or NaN data - - plt.tight_layout() - plt.savefig(binned_output_image_file, bbox_inches="tight", dpi=300) - print(f"Binned bar chart saved to {binned_output_image_file}") - plt.show() - plt.close(fig) -else: - if df_plot_data is None: - print("Data for plotting (df_plot_data) is None. Skipping plot generation.") - elif df_plot_data.empty: - print("Data for plotting (df_plot_data) is empty. Skipping plot generation.") - elif 'average_visit_count_per_node_in_bin' not in df_plot_data.columns: - print("Essential column 'average_visit_count_per_node_in_bin' is missing in df_plot_data. Skipping plot generation.") - -# %% -print("Script finished.") \ No newline at end of file diff --git a/research/paper_plot/b.md b/research/paper_plot/b.md deleted file mode 100644 index ef57bcd..0000000 --- a/research/paper_plot/b.md +++ /dev/null @@ -1,7 +0,0 @@ -In this paper, we present LiteANN, a storage-efficient approximate nearest neighbor (ANN) search index optimized for resource-constrained personal devices. LiteANN combines a compact graph-based structure with an efficient on-the-fly recomputation strategy to enable fast and accurate retrieval wih minimal storage overhead. Our evaluation shows that LiteANN reduces index size to under 5% of the original raw data – up to 50× smaller than standard indexes – while achieving 90% top-3 recall in under 2 seconds on real-world question-answering benchmarks. - - - - - - diff --git a/research/paper_plot/cache_degree_data.py b/research/paper_plot/cache_degree_data.py deleted file mode 100644 index e4e5cd0..0000000 --- a/research/paper_plot/cache_degree_data.py +++ /dev/null @@ -1,81 +0,0 @@ -import numpy as np -import os - -# --- Configuration for Data Paths and Labels (Mirrors plotting script for consistency) --- -BIG_GRAPH_PATHS = [ - "/opt/dlami/nvme/scaling_out/indices/rpj_wiki/facebook/contriever-msmarco/hnsw/", - "/opt/dlami/nvme/scaling_out/embeddings/facebook/contriever-msmarco/rpj_wiki/1-shards/indices/99_4_degree_based_hnsw_IP_M32_efC256/", - "/opt/dlami/nvme/scaling_out/embeddings/facebook/contriever-msmarco/rpj_wiki/1-shards/indices/d9_hnsw_IP_M8_efC128/", - "/opt/dlami/nvme/scaling_out/embeddings/facebook/contriever-msmarco/rpj_wiki/1-shards/indices/half_edges_IP_M32_efC128/" -] -STATS_FILE_NAME = "degree_distribution.txt" -BIG_GRAPH_LABELS = [ # These will be used as keys in the cached file - "HNSW-Base", - "DegreeGuide", - "HNSW-D9", - "RandCut", -] -# Average degrees are static and can be directly used in the plotting script or also cached. -# For simplicity here, we'll focus on caching the dynamic degree arrays. -# BIG_GRAPH_AVG_DEG = [18, 9, 9, 9] - -# --- Cache File Configuration --- -DATA_CACHE_DIR = "./paper_plot/data/" -CACHE_FILE_NAME = "big_graph_degree_data.npz" # Using .npz for multiple arrays - -def create_degree_data_cache(): - """ - Reads degree distribution data from specified text files and saves it - into a compressed NumPy (.npz) cache file. - """ - os.makedirs(DATA_CACHE_DIR, exist_ok=True) - cache_file_path = os.path.join(DATA_CACHE_DIR, CACHE_FILE_NAME) - - cached_data = {} - print(f"Starting data caching process for {len(BIG_GRAPH_PATHS)} graph types...") - - for i, base_path in enumerate(BIG_GRAPH_PATHS): - method_label = BIG_GRAPH_LABELS[i] - degree_file_path = os.path.join(base_path, STATS_FILE_NAME) - - print(f"Processing: {method_label} from {degree_file_path}") - - try: - # Load degrees as integers - degrees = np.loadtxt(degree_file_path, dtype=int) - - if degrees.size == 0: - print(f" [WARN] Degree file is empty: {degree_file_path}. Storing as empty array for {method_label}.") - # Store an empty array or handle as needed. For npz, an empty array is fine. - cached_data[method_label] = np.array([], dtype=int) - else: - # Store the loaded degrees array with the method label as the key - cached_data[method_label] = degrees - print(f" [INFO] Loaded {len(degrees)} degrees for {method_label}. Max degree: {np.max(degrees) if degrees.size > 0 else 'N/A'}") - - except FileNotFoundError: - print(f" [ERROR] Degree file not found: {degree_file_path}. Skipping {method_label}.") - # Optionally store a placeholder or skip. For robustness, store None or an empty array. - # Storing None might require special handling when loading. Empty array is safer for np.load. - cached_data[method_label] = np.array([], dtype=int) # Store empty array if file not found - except Exception as e: - print(f" [ERROR] An error occurred loading {degree_file_path} for {method_label}: {e}") - cached_data[method_label] = np.array([], dtype=int) # Store empty array on other errors - - if not cached_data: - print("[ERROR] No data was successfully processed or loaded. Cache file will not be created.") - return - - try: - # Save all collected degree arrays into a single .npz file. - # Using savez_compressed for potentially smaller file size. - np.savez_compressed(cache_file_path, **cached_data) - print(f"\n[SUCCESS] Degree distribution data successfully cached to: {os.path.abspath(cache_file_path)}") - print("Cached arrays (keys):", list(cached_data.keys())) - except Exception as e: - print(f"\n[ERROR] Failed to save data to cache file {cache_file_path}: {e}") - -if __name__ == "__main__": - print("--- Degree Distribution Data Caching Script ---") - create_degree_data_cache() - print("--- Caching script finished. ---") diff --git a/research/paper_plot/data/acc.csv b/research/paper_plot/data/acc.csv deleted file mode 100644 index fe7c786..0000000 --- a/research/paper_plot/data/acc.csv +++ /dev/null @@ -1,4 +0,0 @@ -Model,NQ Exact Match,NQ F1,TriviaQA Exact Match,TriviaQA F1,GPQA Exact Match,GPQA F1,HotpotQA Exact Match,HotpotQA F1 -BM25,0.192,0.277,0.406,0.474,0.020089,0.04524,0.162,0.239 -PQ 5,0.2075,0.291,0.422,0.495,0.0201,0.0445,0.148,0.219 -Ours,0.265,0.361,0.533,0.604,0.02008,0.0452,0.182,0.2729 \ No newline at end of file diff --git a/research/paper_plot/data/big_graph_degree_data.npz b/research/paper_plot/data/big_graph_degree_data.npz deleted file mode 100644 index 3fb30ab..0000000 --- a/research/paper_plot/data/big_graph_degree_data.npz +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:1296720e79196bbdf38f051043c1b054667803726a24036c0b6a87cedb204ea5 -size 227482438 diff --git a/research/paper_plot/data/branches.csv b/research/paper_plot/data/branches.csv deleted file mode 100644 index 1a21d3e..0000000 --- a/research/paper_plot/data/branches.csv +++ /dev/null @@ -1,21 +0,0 @@ -2,1,512,1024,0.541,0.326,1.659509202 -2,2,512,1024,0.979,0.621,1.576489533 -2,4,512,1024,1.846,0.977,1.889457523 -2,8,512,1024,3.575,1.943,1.83993824 -2,16,512,1024,7.035,3.733,1.884543263 -2,32,512,1024,15.655,8.517,1.838088529 -2,64,512,1024,32.772,17.43,1.88020654 -4,1,512,1024,2.675,1.38,1.938405797 -4,2,512,1024,5.397,2.339,2.307396323 -4,4,512,1024,10.672,4.944,2.158576052 -4,8,512,1024,21.061,9.266,2.272933305 -4,16,512,1024,46.332,18.334,2.527108105 -4,32,512,1024,99.607,36.156,2.754923111 -4,64,512,1024,186.348,72.356,2.575432583 -8,1,512,1024,7.325,4.087,1.792268167 -8,2,512,1024,14.109,7.491,1.883460152 -8,4,512,1024,28.499,14.013,2.033754371 -8,8,512,1024,65.222,27.453,2.375769497 -8,16,512,1024,146.294,52.55,2.783901047 -8,32,512,1024,277.099,103.61,2.674442621 -8,64,512,1024,512.979,208.36,2.461984066 \ No newline at end of file diff --git a/research/paper_plot/data/latency_ablation.csv b/research/paper_plot/data/latency_ablation.csv deleted file mode 100644 index 7ece976..0000000 --- a/research/paper_plot/data/latency_ablation.csv +++ /dev/null @@ -1,9 +0,0 @@ -Dataset,Metric,Original,original + batch,original + two_level,original + two_level + batch -NQ,Latency,6.9,5.8,4.2,3.7 -NQ,SpeedUp,1,1.18965517,1.64285714,1.86486486 -TriviaQA,Latency,17.054,14.542,12.046,10.83 -TriviaQA,SpeedUp,1,1.17274103,1.41573967,1.57469990 -GPQA,Latency,9.164,7.639,6.798,5.77 -GPQA,SpeedUp,1,1.19963346,1.34804354,1.58821490 -HotpotQA,Latency,60.279,39.827,50.664,29.868 -HotpotQA,SpeedUp,1,1.51352098,1.18977972,2.01817999 diff --git a/research/paper_plot/data/main_latency.csv b/research/paper_plot/data/main_latency.csv deleted file mode 100644 index c97fb61..0000000 --- a/research/paper_plot/data/main_latency.csv +++ /dev/null @@ -1,25 +0,0 @@ -Dataset,Hardware,Recall_target,HNSW,IVF,DiskANN,IVF-Disk,IVF-Recompute,Our,BM25,LLM_Gen_Time_1B,LLM_Gen_Time_3B,LLM_Gen_Time_7B -NQ,A10,85%,0.046,1.656,0.017,2.996,482.53,3.323,0.021,0.085,0.217,0.472 -NQ,A10,90%,0.051,2.552,0.028,3.437,769.04,4.616,0,0.085,0.217,0.472 -NQ,A10,95%,0.055,5.163,0.070,5.602,1436.26,19.494,0,0.085,0.217,0.472 -NQ,MAC,85%,0,0,0.152,2.199,1535.10,7.971,0.033,0.316,0.717,1.468 -NQ,MAC,90%,0,0,0.37,2.936,2446.60,13.843,0,0.316,0.717,1.468 -NQ,MAC,95%,0,0,1.207,4.191,4569.29,44.363,0,0.316,0.717,1.468 -TriviaQA,A10,85%,0.042,1.772,0.032,2.464,560.5,3.752,0.033,0.139,0.156,0.315 -TriviaQA,A10,90%,0.043,3.541,0.057,3.651,997.81,5.777,0,0.139,0.156,0.315 -TriviaQA,A10,95%,0.053,7.168,0.090,5.458,2005.33,20.944,0,0.139,0.156,0.315 -TriviaQA,MAC,85%,0,0,0.481,1.875,1783.14787,8.889,0.036,0.325,0.692,1.415 -TriviaQA,MAC,90%,0,0,0.984,2.639,3174.410301,17.145,0,0.325,0.692,1.415 -TriviaQA,MAC,95%,0,0,1.578,3.884,6379.712245,47.909,0,0.325,0.692,1.415 -GPQA,A10,85%,0.041,0.134,0.024,0.048,40.16,1.897,0.137,0.443,0.396,0.651 -GPQA,A10,90%,0.042,0.174,0.034,0.06,54.71,1.733,0,0.443,0.396,0.651 -GPQA,A10,95%,0.045,0.292,0.051,0.11,97.67,4.033,0,0.443,0.396,0.651 -GPQA,MAC,85%,0,0,0.144,0.087,127.7707505,4.762,0.100,0.37,0.813,1.676 -GPQA,MAC,90%,0,0,0.288,0.108,174.0647409,5.223,0,0.37,0.813,1.676 -GPQA,MAC,95%,0,0,0.497,0.132,310.7380142,9.715,0,0.37,0.813,1.676 -HotpotQA,A10,85%,0.044,2.519,0.054,4.048,724.26,10.358,0.70,0.144,0.196,0.420 -HotpotQA,A10,90%,0.049,3.867,0.109,5.045,1173.67,15.515,0,0.144,0.196,0.420 -HotpotQA,A10,95%,0.07,10.928,0.412,8.659,3079.57,61.757,0,0.144,0.196,0.420 -HotpotQA,MAC,85%,0,0,0.974,2.844,2304.125187,23.636,0.052,0.144,0.196,0.420 -HotpotQA,MAC,90%,0,0,1.913,3.542,3415.736201,44.803,0,0.144,0.196,0.420 -HotpotQA,MAC,95%,0,0,5.783,6.764,9797.244043,140.62,0,0.144,0.196,0.420 diff --git a/research/paper_plot/data/main_latency_small.csv b/research/paper_plot/data/main_latency_small.csv deleted file mode 100644 index 525dc61..0000000 --- a/research/paper_plot/data/main_latency_small.csv +++ /dev/null @@ -1,25 +0,0 @@ -Dataset,Hardware,Recall_target,HNSW,IVF,DiskANN,IVF-Disk,IVF-Recompute,Our, -NQ,A10,85%,0.046,1.656,0.017,2.996,482.53,4.243, -NQ,A10,90%,0.051,2.552,0.028,3.437,769.04,8.136, -NQ,A10,95%,0.055,5.163,0.070,5.602,1436.26,27.275, -NQ,MAC,85%,0,0,0.152,2.199,1535.10,10.672, -NQ,MAC,90%,0,0,0.37,2.936,2446.60,19.941, -NQ,MAC,95%,0,0,1.207,4.191,4569.29,61.383, -TriviaQA,A10,85%,0.042,1.772,0.032,2.464,560.5,5.612, -TriviaQA,A10,90%,0.043,3.541,0.057,3.651,997.81,10.737, -TriviaQA,A10,95%,0.053,7.168,0.090,5.458,2005.33,36.387, -TriviaQA,MAC,85%,0,0,0.481,1.875,1783.14787,12.825, -TriviaQA,MAC,90%,0,0,0.984,2.639,3174.410301,24.977, -TriviaQA,MAC,95%,0,0,1.578,3.884,6379.712245,85.734, -GPQA,A10,85%,0.041,0.134,0.024,0.048,40.16,2.269, -GPQA,A10,90%,0.042,0.174,0.034,0.06,54.71,3.200, -GPQA,A10,95%,0.045,0.292,0.051,0.11,97.67,7.445, -GPQA,MAC,85%,0,0,0.144,0.087,127.7707505,6.123, -GPQA,MAC,90%,0,0,0.288,0.108,174.0647409,8.507, -GPQA,MAC,95%,0,0,0.497,0.132,310.7380142,19.577, -HotpotQA,A10,85%,0.044,2.519,0.054,4.048,724.26,14.713, -HotpotQA,A10,90%,0.049,3.867,0.109,5.045,1173.67,33.561, -HotpotQA,A10,95%,0.07,10.928,0.412,8.659,3079.57,68.626, -HotpotQA,MAC,85%,0,0,0.974,2.844,2304.125187,34.783, -HotpotQA,MAC,90%,0,0,1.913,3.542,3415.736201,53.004, -HotpotQA,MAC,95%,0,0,5.783,6.764,9797.244043,95.413, diff --git a/research/paper_plot/data/ram_storage.csv b/research/paper_plot/data/ram_storage.csv deleted file mode 100644 index 892de68..0000000 --- a/research/paper_plot/data/ram_storage.csv +++ /dev/null @@ -1,3 +0,0 @@ -Hardware,HNSW,IVF,DiskANN,IVF-Disk,IVF-Recompute,Our,BM25 -RAM,190,171,10,0,0,0,0 -Storage,185.4,171,240,171,0.5,5,59 \ No newline at end of file diff --git a/research/paper_plot/data/swithc_e2e.csv b/research/paper_plot/data/swithc_e2e.csv deleted file mode 100644 index f690e03..0000000 --- a/research/paper_plot/data/swithc_e2e.csv +++ /dev/null @@ -1,12 +0,0 @@ -Torch,8,55.592 -Torch,16,75.439 -Torch,32,110.025 -Torch,64,186.496 -Tutel,8,56.718 -Tutel,16,82.121 -Tutel,32,125.070 -Tutel,64,216.191 -BRT,8,56.725 -BRT,16,79.291 -BRT,32,93.180 -BRT,64,118.923 diff --git a/research/paper_plot/data/vary_cache.csv b/research/paper_plot/data/vary_cache.csv deleted file mode 100644 index 57c2f1e..0000000 --- a/research/paper_plot/data/vary_cache.csv +++ /dev/null @@ -1,6 +0,0 @@ -Disk cache size,0,2.5%(180G*2.5%),5%,8%,10% -Latency,,,,, -NQ,4.616,4.133,3.826,3.511,3.323 -TriviaQA,5.777,4.979,4.553,4.141,3.916 -GPQA,1.733,1.593,1.468,1.336,1.259 -Hotpot,15.515,13.479,12.383,11.216,10.606 \ No newline at end of file diff --git a/research/paper_plot/disk_cache.py b/research/paper_plot/disk_cache.py deleted file mode 100644 index 8437b0f..0000000 --- a/research/paper_plot/disk_cache.py +++ /dev/null @@ -1,151 +0,0 @@ -import matplotlib -from matplotlib.axes import Axes -import numpy as np -import matplotlib.pyplot as plt -import matplotlib.patches as mpatches -from matplotlib.lines import Line2D - -# plt.rcParams["font.family"] = "Helvetica" -plt.rcParams["ytick.direction"] = "in" -plt.rcParams["hatch.linewidth"] = 1 -plt.rcParams["font.weight"] = "bold" -plt.rcParams["axes.labelweight"] = "bold" -plt.rcParams["text.usetex"] = True -plt.rcParams["font.family"] = "sans-serif" # Use generic sans-serif family -plt.rcParams['text.latex.preamble'] = r""" -\usepackage{helvet} % Use Helvetica font for text -\usepackage{sfmath} % Use sans-serif font for math -\renewcommand{\familydefault}{\sfdefault} % Set sans-serif as default text font -\usepackage[T1]{fontenc} % Recommended for font encoding -""" -# plt.rcParams['mathtext.fontset'] = 'dejavusans' -SAVE_PTH = "./paper_plot/figures" -font_size = 16 - -# New data in dictionary format -datasets = ["NQ", "TriviaQA", "GPQA", "Hotpot"] - -cache_ratios = ["4.2G\n (0\%)", "8.7G\n (2.5\%)", "13.2G\n (5\%)", "18.6G\n (8\%)", "22.2G\n (10\%)"] -latency_data = { - "NQ": [4.616, 4.133, 3.826, 3.511, 3.323], - "TriviaQA": [5.777, 4.979, 4.553, 4.141, 3.916], - "GPQA": [1.733, 1.593, 1.468, 1.336, 1.259], - "Hotpot": [15.515, 13.479, 12.383, 11.216, 10.606], -} -cache_hit_counts = { - "NQ": [0, 14.81, 23.36, 31.99, 36.73], - "TriviaQA": [0, 18.55, 27.99, 37.06, 41.86], - "GPQA": [0, 10.99, 20.31, 29.71, 35.01], - "Hotpot": [0, 17.47, 26.91, 36.2, 41.06] -} - -# Create the figure with 4 subplots in a 2x2 grid -fig, axes_grid = plt.subplots(2, 2, figsize=(7,6)) -axes = axes_grid.flatten() # Flatten the 2x2 grid to a 1D array - -# Bar style settings -width = 0.7 -x = np.arange(len(cache_ratios)) - -# Define hatch patterns for different cache ratios -hatch_patterns = ['//', '//', '//', '//', '//'] - -# Find max cache hit value across all datasets for unified y-axis -all_hit_counts = [] -for dataset in datasets: - all_hit_counts.extend(cache_hit_counts[dataset]) -max_unified_hit = max(all_hit_counts) * 1.13 - -for i, dataset in enumerate(datasets): - latencies = latency_data[dataset] - hit_counts = cache_hit_counts[dataset] - - for j, val in enumerate(latencies): - container = axes[i].bar( - x[j], - val, - width=width, - color="white", - edgecolor="black", - linewidth=1.0, - zorder=10, - ) - axes[i].bar_label( - container, - [f"{val:.2f}"], - fontsize=10, - zorder=200, - fontweight="bold", - ) - - axes[i].set_title(dataset, fontsize=font_size) - axes[i].set_xticks(x) - axes[i].set_xticklabels(cache_ratios, fontsize=12, rotation=0, ha='center', fontweight="bold") - - max_val_ratios = [1.35, 1.65, 1.45, 1.75] - max_val = max(latencies) * max_val_ratios[i] - axes[i].set_ylim(0, max_val) - axes[i].tick_params(axis='y', labelsize=12) - - if i % 2 == 0: - axes[i].set_ylabel("Latency (s)", fontsize=font_size) - axes[i].yaxis.set_major_formatter(matplotlib.ticker.FormatStrFormatter('%.1f')) - - ax2: Axes = axes[i].twinx() - ax2.plot(x, hit_counts, - linestyle='--', - marker='o', - markersize=6, - linewidth=1.5, - color='k', - markerfacecolor='none', - zorder=20) - - ax2.set_ylim(0, max_unified_hit) - ax2.tick_params(axis='y', labelsize=12) - if i % 2 == 1: - ax2.set_ylabel(r"Cache Hit (\%)", fontsize=font_size) - - for j, val in enumerate(hit_counts): - if val > 0: - ax2.annotate(f"{val:.1f}%", - (x[j], val), - textcoords="offset points", - xytext=(0, 5), - ha='center', - va='bottom', - fontsize=10, - fontweight='bold') - -# Create legend for both plots -bar_patch = mpatches.Patch(facecolor='white', edgecolor='black', label='Latency') -line_patch = Line2D([0], [0], color='black', linestyle='--', label='Cache Hit Rate') - -# --- MODIFICATION FOR LEGEND AT THE TOP --- -fig.legend(handles=[bar_patch, line_patch], - loc='upper center', # Position the legend at the upper center - bbox_to_anchor=(0.5, 0.995), # Anchor point (0.5 means horizontal center of figure, - # 0.97 means 97% from the bottom, so near the top) - ncol=3, - fontsize=font_size-2) -# --- END OF MODIFICATION --- - -# Set common x-axis label - you might want to add this back if needed -# fig.text(0.5, 0.02, "Disk Cache Size", ha='center', fontsize=font_size, fontweight='bold') # Adjusted y for potential bottom label - -# --- MODIFICATION FOR TIGHT LAYOUT --- -# Adjust rect to make space for the legend at the top. -# (left, bottom, right, top_for_subplots) -# We want subplots to occupy space from y=0 up to y=0.93 (or similar) -# leaving the top portion (0.93 to 1.0) for the legend. -plt.tight_layout(rect=(0, 0, 1, 0.93)) # Ensure subplots are below the legend -# --- END OF MODIFICATION --- - -# Create directory if it doesn't exist (optional, good practice) -import os -if not os.path.exists(SAVE_PTH): - os.makedirs(SAVE_PTH) - -plt.savefig(f"{SAVE_PTH}/disk_cache_latency.pdf", dpi=300) # Changed filename slightly for testing -print(f"Save to {SAVE_PTH}/disk_cache_latency.pdf") -# plt.show() # Optional: to display the plot \ No newline at end of file diff --git a/research/paper_plot/figures/H_hnsw_performance_comparison.pdf b/research/paper_plot/figures/H_hnsw_performance_comparison.pdf deleted file mode 100644 index d258c629576a1a2f844f824e08a3d74c72a4138b..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 154207 zcmagEV|1il*DaiMjE>EUJGO13W81cEbZmE$j%{{q+h)hMPW631?{}W>oF8Xo>|A?k 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-y_max_val = np.ceil(benchmark_df['throughput_seq_s'].max() / 100) * 100 -ax.set_ylim((y_min_val, y_max_val)) -# Set y-ticks every 100 units, ensuring the top tick is included. -ax.set_yticks(np.arange(y_min_val, y_max_val + 1, 100)) - -# Customizing X-axis for equally spaced ticks: -# Set tick positions to the indices -ax.set_xticks(x_indices) -# Set tick labels to the actual batch_size values -ax.set_xticklabels(benchmark_df['batch_size']) -ax.tick_params(axis='x', rotation=45, labelsize=10) # Rotate X-axis labels, fontsize 10 -ax.tick_params(axis='y', labelsize=12) - - -# Add a light grid for better readability, common in academic plots -ax.grid(True, linestyle=':', linewidth=0.5, color='grey', alpha=0.7, zorder=0) - -# Remove title (as requested) -# ax.set_title("GPU Throughput vs. Batch Size", fontsize=16) # Title would go here - -# Optional: Add a legend if you have multiple lines or want to label the single line -# ax.legend( -# loc="center right", # Location might need adjustment due to data shape -# edgecolor="black", -# facecolor="white", -# framealpha=1.0, -# shadow=False, -# fancybox=False, -# prop={"weight": "bold", "size": 10} -# ).set_zorder(100) - -# Adjust layout to prevent labels from being cut off -plt.tight_layout() - -# Save the figure -output_filename = "./paper_plot/figures/gpu_throughput_vs_batch_size_equispaced.pdf" -plt.savefig(output_filename, bbox_inches="tight", dpi=300) -print(f"Plot saved to {output_filename}") - -# Display the plot (optional, depending on environment) -plt.show() - -# %% -# This is just to mimic the '%%' cell structure from the example. -# No actual code needed here for this script. \ No newline at end of file diff --git a/research/paper_plot/graph_dist.py b/research/paper_plot/graph_dist.py deleted file mode 100644 index 4286883..0000000 --- a/research/paper_plot/graph_dist.py +++ /dev/null @@ -1,245 +0,0 @@ -import argparse -import matplotlib.pyplot as plt -import numpy as np -import os -import matplotlib.ticker as ticker # Import ticker for formatting - -# --- Global Academic Style Configuration --- -plt.rcParams["font.family"] = "Helvetica" -plt.rcParams["font.weight"] = "bold" -plt.rcParams["axes.labelweight"] = "bold" -plt.rcParams["axes.titleweight"] = "bold" - -plt.rcParams["ytick.direction"] = "out" -plt.rcParams["xtick.direction"] = "out" - -plt.rcParams["axes.grid"] = False # Grid lines are off - -plt.rcParams["text.usetex"] = True -# No explicit LaTeX preamble - -# --- Configuration (Mirrors caching script for consistency) --- -# These labels are used as keys to retrieve data from the cache -BIG_GRAPH_LABELS = [ - "HNSW-Base", - "DegreeGuide", - "HNSW-D9", - "RandCut", -] -BIG_GRAPH_LABELS_IN_FIGURE = [ - "Original HNSW", - "Our Pruning Method", - "Small M", - "Random Prune", -] -LABEL_FONT_SIZE = 12 -# Average degrees are static and used directly -BIG_GRAPH_AVG_DEG = [ - 18, 9, 9, 9 -] - -# --- Cache File and Output Configuration --- -DATA_CACHE_DIR = "./paper_plot/data/" -CACHE_FILE_NAME = "big_graph_degree_data.npz" -OUTPUT_DIR = "./paper_plot/figures/" -os.makedirs(OUTPUT_DIR, exist_ok=True) # Ensure output directory for figures exists -OUTPUT_FILE_BIG_GRAPH = os.path.join(OUTPUT_DIR, "degree_distribution.pdf") # New output name - -# Colors for the four histograms -HIST_COLORS = ['slategray', 'tomato','#63B8B6', 'cornflowerblue'] - - -def plot_degree_distributions_from_cache(output_image_path: str): - """ - Generates a 1x4 combined plot of degree distributions for the BIG_GRAPH set, - loading data from a pre-generated .npz cache file. - """ - cache_file_path = os.path.join(DATA_CACHE_DIR, CACHE_FILE_NAME) - - if not os.path.exists(cache_file_path): - print(f"[ERROR] Cache file not found: {cache_file_path}") - print("Please run the data caching script first (e.g., cache_degree_data.py).") - return - - try: - # Load the cached data - with np.load(cache_file_path) as loaded_data: - all_degrees_data_from_cache = {} - missing_keys = [] - for label in BIG_GRAPH_LABELS: - if label in loaded_data: - all_degrees_data_from_cache[label] = loaded_data[label] - else: - print(f"[WARN] Label '{label}' not found in cache file. Plotting may be incomplete.") - all_degrees_data_from_cache[label] = np.array([], dtype=int) # Use empty array for missing data - missing_keys.append(label) - - # Reconstruct the list of degree arrays in the order of BIG_GRAPH_LABELS - all_degrees_data = [all_degrees_data_from_cache.get(label, np.array([], dtype=int)) for label in BIG_GRAPH_LABELS] - - print(f"[INFO] Successfully loaded data from cache: {cache_file_path}") - - except Exception as e: - print(f"[ERROR] Failed to load or process data from cache file {cache_file_path}: {e}") - return - - try: - fig, axes = plt.subplots(2, 2, figsize=(7, 4), sharex=True, sharey=True) - axes = axes.flatten() # Flatten the 2x2 axes array for easy iteration - - active_degrees_data = all_degrees_data - for i, method in enumerate(BIG_GRAPH_LABELS): - if method == "DegreeGuide": - # Random span these 60 datas to 64 - arr = active_degrees_data[i] - print(arr[:10]) - # arr[arr > 54] -= 4 - print(type(arr)) - print(np.max(arr)) - arr2 = arr * 60 / 64 - # print(np.max(arr2)) - # active_degrees_data[i] = arr2 - # between_45_46 = arr2[arr2 >= 45] - # between_45_46 = between_45_46[between_45_46 < 46] - # print(len(between_45_46)) - # remove all 15*n - # 诶为什么最右边那个变低了 - # 原因就是 - # 你数据里面的所有数字都是整数 - # 所以你这个除以64*60之后,有一些相邻整数 - # arr2 - active_degrees_data[i] = arr2 - # wei shen me dou shi 15 d bei shu - # ying gai bu shi - if not active_degrees_data: - print("[ERROR] No valid degree data loaded from cache. Cannot generate plot.") - if 'fig' in locals() and plt.fignum_exists(fig.number): - plt.close(fig) - return - - overall_min_deg = min(np.min(d) for d in active_degrees_data) - overall_max_deg = max(np.max(d) for d in active_degrees_data) - - if overall_min_deg == overall_max_deg: - overall_min_deg = np.floor(overall_min_deg - 0.5) - overall_max_deg = np.ceil(overall_max_deg + 0.5) - else: - overall_min_deg = np.floor(overall_min_deg - 0.5) - overall_max_deg = np.ceil(overall_max_deg + 0.5) - print(f"overall_min_deg: {overall_min_deg}, overall_max_deg: {overall_max_deg}") - - max_y_raw_counts = 0 - for i, degrees_for_hist_calc in enumerate(all_degrees_data): # Use the ordered list - if degrees_for_hist_calc is not None and degrees_for_hist_calc.size > 0: - min_deg_local = np.min(degrees_for_hist_calc) - max_deg_local = np.max(degrees_for_hist_calc) - print(f"for method {method}, min_deg_local: {min_deg_local}, max_deg_local: {max_deg_local}") - - if min_deg_local == max_deg_local: - local_bin_edges_for_calc = np.array([np.floor(min_deg_local - 0.5), np.ceil(max_deg_local + 0.5)]) - else: - num_local_bins_for_calc = int(np.ceil(max_deg_local + 0.5) - np.floor(min_deg_local - 0.5)) - local_bin_edges_for_calc = np.linspace(np.floor(min_deg_local - 0.5), - np.ceil(max_deg_local + 0.5), - num_local_bins_for_calc + 1) - if i == 1: - unique_data = np.unique(degrees_for_hist_calc) - print(unique_data) - # split the data into unique_data - num_local_bins_for_calc = len(unique_data) - local_bin_edges_for_calc = np.concatenate([unique_data-0.1, [np.inf]]) - - counts, _ = np.histogram(degrees_for_hist_calc, bins=local_bin_edges_for_calc) - if counts.size > 0: - max_y_raw_counts = max(max_y_raw_counts, np.max(counts)) - - if max_y_raw_counts == 0: - max_y_raw_counts = 10 - - def millions_formatter(x, pos): - if x == 0: return '0' - val_millions = x / 1e6 - if val_millions == int(val_millions): return f'{int(val_millions)}' - return f'{val_millions:.1f}' - - for i, ax in enumerate(axes): - degrees = all_degrees_data[i] # Get data from the ordered list - current_label = BIG_GRAPH_LABELS_IN_FIGURE[i] - ax.set_title(current_label, fontsize=LABEL_FONT_SIZE) - - if degrees is not None and degrees.size > 0: - min_deg_local_plot = np.min(degrees) - max_deg_local_plot = np.max(degrees) - - if min_deg_local_plot == max_deg_local_plot: - plot_bin_edges = np.array([np.floor(min_deg_local_plot - 0.5), np.ceil(max_deg_local_plot + 0.5)]) - else: - num_plot_bins = int(np.ceil(max_deg_local_plot + 0.5) - np.floor(min_deg_local_plot - 0.5)) - plot_bin_edges = np.linspace(np.floor(min_deg_local_plot - 0.5), - np.ceil(max_deg_local_plot + 0.5), - num_plot_bins + 1) - if i == 1: - unique_data = np.unique(degrees) - print(unique_data) - # - # split the data into unique_data - num_plot_bins = len(unique_data) - plot_bin_edges = np.concatenate([unique_data-0.1, [unique_data[-1] + 0.8375]]) - - ax.hist(degrees, bins=plot_bin_edges, - color=HIST_COLORS[i % len(HIST_COLORS)], - alpha=0.85) - - avg_deg_val = BIG_GRAPH_AVG_DEG[i] - ax.text(0.95, 0.88, f"Avg Degree: {avg_deg_val}", - transform=ax.transAxes, fontsize=15, - verticalalignment='top', horizontalalignment='right', - bbox=dict(facecolor='white', alpha=0.6, edgecolor='none', pad=0.3)) - else: - ax.text(0.5, 0.5, 'Data unavailable', horizontalalignment='center', - verticalalignment='center', transform=ax.transAxes, fontsize=9) - - ax.set_xlim(0, overall_max_deg) - ax.set_ylim(0, max_y_raw_counts * 1.12) - ax.set_yscale('log') - - for spine_pos in ['top', 'right', 'bottom', 'left']: - ax.spines[spine_pos].set_edgecolor('black') - ax.spines[spine_pos].set_linewidth(1.0) - - # ax.spines['top'].set_visible(False) - # ax.spines['right'].set_visible(False) - - ax.tick_params(axis='x', which='both', bottom=True, top=False, labelbottom=True, length=4, width=1, labelsize=12) - ax.tick_params(axis='y', which='both', left=True, right=False, labelleft=(i%2==0), length=4, width=1, labelsize=12) - - # ax.yaxis.set_major_formatter(ticker.FuncFormatter(lambda x, pos: millions_formatter(x, pos))) - - ax.xaxis.set_major_formatter(ticker.ScalarFormatter()) - ax.ticklabel_format(style='plain', axis='x', useOffset=False) - - axes[0].set_ylabel(r"Number of Nodes", fontsize=12) - axes[2].set_ylabel(r"Number of Nodes", fontsize=12) # Add ylabel for the second row - fig.text(0.54, 0.02, "Node Degree", ha='center', va='bottom', fontsize=15) - - plt.tight_layout(rect=(0.06, 0.05, 0.98, 0.88)) - - plt.savefig(output_image_path, dpi=300, bbox_inches='tight', pad_inches=0.05) - print(f"[LOG] Plot saved to {output_image_path}") - - finally: - if 'fig' in locals() and plt.fignum_exists(fig.number): - plt.close(fig) - - -if __name__ == "__main__": - if plt.rcParams["text.usetex"]: - print("INFO: LaTeX rendering is enabled via rcParams.") - else: - print("INFO: LaTeX rendering is disabled (text.usetex=False).") - - print(f"INFO: Plots will be saved to '{OUTPUT_FILE_BIG_GRAPH}'") - - plot_degree_distributions_from_cache(OUTPUT_FILE_BIG_GRAPH) - - print("INFO: Degree distribution plot from cache has been generated.") diff --git a/research/paper_plot/graph_pruning_ablation.py b/research/paper_plot/graph_pruning_ablation.py deleted file mode 100644 index 19cf96b..0000000 --- a/research/paper_plot/graph_pruning_ablation.py +++ /dev/null @@ -1,330 +0,0 @@ -# python faiss/demo/plot_graph_struct.py faiss/demo/output.log -# python faiss/demo/plot_graph_struct.py large_graph_recompute.log -import argparse -import re -import matplotlib.pyplot as plt -import numpy as np - -# Modified recall_levels and corresponding styles/widths from previous step -recall_levels = [0.90, 0.92, 0.94, 0.96] -line_styles = ['--', '-', '-', '-'] -line_widths = [1, 1.5, 1.5, 1.5] - -MAPPED_METHOD_NAMES = [ - # 'HNSW-Base', - # 'DegreeGuide', - # 'HNSW-D9', - # 'RandCut', - "Original HNSW", - "Our Pruning Method", - "Small M", - "Random Prune", -] - -PERFORMANCE_PLOT_PATH = './paper_plot/figures/H_hnsw_performance_comparison.pdf' -SAVED_PATH = './paper_plot/figures/H_hnsw_recall_comparison.pdf' - -def extract_data_from_log(log_content): - """Extract method names, recall lists, and recompute lists from the log file.""" - - method_pattern = r"Building HNSW index with ([^\.]+)\.\.\.|Building HNSW index with ([^\n]+)..." - recall_list_pattern = r"recall_list: (\[[\d\., ]+\])" - recompute_list_pattern = r"recompute_list: (\[[\d\., ]+\])" - avg_neighbors_pattern = r"neighbors per node: ([\d\.]+)" - - method_matches = re.findall(method_pattern, log_content) - # Temporary list for raw method identifiers from regex - _methods_raw_identifiers_regex = [] - for match in method_matches: - method_ident = match[0] if match[0] else match[1] - _methods_raw_identifiers_regex.append(method_ident.strip().rstrip('.')) - - recall_lists_str = re.findall(recall_list_pattern, log_content) - recompute_lists_str = re.findall(recompute_list_pattern, log_content) - avg_neighbors_str_list = re.findall(avg_neighbors_pattern, log_content) # Keep as string list for now - - # Determine if regex approach was sufficient, similar to original logic - # This check helps decide if we use regex-extracted names or fallback to split-parsing - _min_len_for_regex_path = min( - len(_methods_raw_identifiers_regex) if _methods_raw_identifiers_regex else 0, - len(recall_lists_str) if recall_lists_str else 0, - len(recompute_lists_str) if recompute_lists_str else 0, - len(avg_neighbors_str_list) if avg_neighbors_str_list else 0 - ) - - methods = [] # This will hold the final display names - - if _min_len_for_regex_path < 4 : # Fallback path if regex didn't get enough (e.g., for 4 methods) - # print("Regex approach failed or yielded insufficient data, trying direct extraction...") - sections = log_content.split("Building HNSW index with ")[1:] - methods_temp = [] - for section in sections: - method_name_raw = section.split("\n")[0].strip().rstrip('.') - # Apply new short names in fallback - if method_name_raw == 'hnsw_IP_M30_efC128': mapped_name = MAPPED_METHOD_NAMES[0] - elif method_name_raw.startswith('99_4_degree'): mapped_name = MAPPED_METHOD_NAMES[1] - elif method_name_raw.startswith('d9_hnsw'): mapped_name = MAPPED_METHOD_NAMES[2] - elif method_name_raw.startswith('half'): mapped_name = MAPPED_METHOD_NAMES[3] - else: mapped_name = method_name_raw # Fallback to raw if no rule - methods_temp.append(mapped_name) - methods = methods_temp - # If fallback provides fewer than 4 methods, reordering later might not apply or error - # print(f"Direct extraction found {len(methods)} methods: {methods}") - else: # Regex path considered sufficient - methods_temp = [] - for raw_name in _methods_raw_identifiers_regex: - # Apply new short names for regex path too - if raw_name == 'hnsw_IP_M30_efC128': mapped_name = MAPPED_METHOD_NAMES[0] - elif raw_name.startswith('99_4_degree'): mapped_name = MAPPED_METHOD_NAMES[1] - elif raw_name.startswith('d9_hnsw'): mapped_name = MAPPED_METHOD_NAMES[2] - elif raw_name.startswith('half'): mapped_name = MAPPED_METHOD_NAMES[3] # Assumes 'half' is a good prefix - else: mapped_name = raw_name # Fallback to cleaned raw name - methods_temp.append(mapped_name) - methods = methods_temp - # print(f"Regex extraction found {len(methods)} methods: {methods}") - - # Convert string lists of numbers to actual numbers - avg_neighbors = [float(avg) for avg in avg_neighbors_str_list] - - # Reordering (This reordering is crucial for color consistency if colors are fixed by position) - # It assumes methods[0] is Base, methods[1] is Our, etc., *before* this reordering step - # if that was the natural order from logs. The reordering swaps 3rd and 4th items. - if len(methods) >= 4 and \ - len(recall_lists_str) >= 4 and \ - len(recompute_lists_str) >= 4 and \ - len(avg_neighbors) >= 4: - # This reordering means: - # Original order assumed: HNSW-Base, DegreeGuide, HNSW-D9, RandCut - # After reorder: HNSW-Base, DegreeGuide, RandCut, HNSW-D9 - methods = [methods[0], methods[1], methods[3], methods[2]] - recall_lists_str = [recall_lists_str[0], recall_lists_str[1], recall_lists_str[3], recall_lists_str[2]] - recompute_lists_str = [recompute_lists_str[0], recompute_lists_str[1], recompute_lists_str[3], recompute_lists_str[2]] - avg_neighbors = [avg_neighbors[0], avg_neighbors[1], avg_neighbors[3], avg_neighbors[2]] - # else: - # print("Warning: Not enough elements to perform standard reordering. Using data as found.") - - - if len(avg_neighbors) > 0 and avg_neighbors_str_list[0] == "17.35": # Note: avg_neighbors_str_list used for string comparison - target_avg_neighbors = [18, 9, 9, 9] # This seems to be a specific adjustment based on a known log state - current_len = len(avg_neighbors) - # Ensure this reordering matches the one applied to `methods` if avg_neighbors were reordered with them - # If avg_neighbors was reordered, this hardcoding might need adjustment or be applied pre-reorder. - # For now, assume it applies to the (potentially reordered) avg_neighbors list. - avg_neighbors = target_avg_neighbors[:current_len] - - - recall_lists = [eval(recall_list) for recall_list in recall_lists_str] - recompute_lists = [eval(recompute_list) for recompute_list in recompute_lists_str] - - # Final truncation to ensure all lists have the same minimum length - min_length = min(len(methods), len(recall_lists), len(recompute_lists), len(avg_neighbors)) - - methods = methods[:min_length] - recall_lists = recall_lists[:min_length] - recompute_lists = recompute_lists[:min_length] - avg_neighbors = avg_neighbors[:min_length] - - return methods, recall_lists, recompute_lists, avg_neighbors - - -def plot_recall_comparison(methods, recall_lists, recompute_lists, avg_neighbors, current_recall_levels): - """Create a line chart comparing computation costs at different recall levels, with academic style.""" - plt.rcParams["font.family"] = "Helvetica" - plt.rcParams["ytick.direction"] = "in" - # plt.rcParams["hatch.linewidth"] = 1.5 # From example, but not used in line plot - plt.rcParams["font.weight"] = "bold" - plt.rcParams["axes.labelweight"] = "bold" - plt.rcParams["text.usetex"] = True # Ensure LaTeX is available or set to False - - computation_costs = [] - for i, method_name in enumerate(methods): # methods now contains short names - method_costs = [] - for level in current_recall_levels: - recall_idx = next((idx for idx, recall in enumerate(recall_lists[i]) if recall >= level), None) - if recall_idx is not None: - method_costs.append(recompute_lists[i][recall_idx]) - else: - method_costs.append(None) - computation_costs.append(method_costs) - - fig, ax = plt.subplots(figsize=(5,2.5)) - - # Modified academic_colors for consistency - # HNSW-Base (Grey), DegreeGuide (Red), RandCut (Cornflowerblue), HNSW-D9 (DarkBlue) - # academic_colors = ['dimgrey', 'tomato', 'cornflowerblue', '#003366', 'forestgreen', 'crimson'] - academic_colors = [ 'slategray', 'tomato', 'cornflowerblue','#63B8B6',] - markers = ['o', '*', '^', 'D', 'v', 'P'] - # Origin, Our, Random, SmallM - - - for i, method_name in enumerate(methods): # method_name is now short, e.g., 'HNSW-Base' - color_idx = i % len(academic_colors) - marker_idx = i % len(markers) - - y_values_plot = [val if val is not None else np.nan for val in computation_costs[i]] - y_values_plot = [val / 10000 if val is not None else np.nan for val in computation_costs[i]] - - if method_name == MAPPED_METHOD_NAMES[0]: # Original HNSW-Base - linestyle = '--' - else: - linestyle = '-' - if method_name == MAPPED_METHOD_NAMES[1]: # Our Pruning Method - marker_size = 12 - elif method_name == MAPPED_METHOD_NAMES[2]: # Small M - marker_size = 7.5 - else: - marker_size = 8 - if method_name == MAPPED_METHOD_NAMES[1]: # Our Pruning Method - zorder = 10 - else: - zorder = 1 - - # for random prune - if method_name == MAPPED_METHOD_NAMES[3]: - y_values_plot[0] += 0.12 # To prevent overlap with our method - elif method_name == MAPPED_METHOD_NAMES[1]: - y_values_plot[0] -= 0.06 # To prevent overlap with original hnsw - - ax.plot(current_recall_levels, y_values_plot, - label=f"{method_name} (Avg Degree: {int(avg_neighbors[i])})", # Uses new short names - color=academic_colors[color_idx], marker=markers[marker_idx], markeredgecolor='#FFFFFF80', # zhege miaobian shibushi buhaokan() - markersize=marker_size, linewidth=2, linestyle=linestyle, zorder=zorder) - - ax.set_xlabel('Recall Target', fontsize=9, fontweight="bold") - ax.set_ylabel('Nodes to Recompute', fontsize=9, fontweight="bold") - ax.set_xticks(current_recall_levels) - ax.set_xticklabels([f'{level*100:.0f}\%' for level in current_recall_levels], fontsize=10) - ax.tick_params(axis='y', labelsize=10) - - ax.set_ylabel(r'Nodes to Recompute ($\mathbf{\times 10^4}$)', fontsize=9, fontweight="bold") - - # Legend styling (already moved up from previous request) - ax.legend(loc='lower center', bbox_to_anchor=(0.5, 1.02), ncol=2, - fontsize=6, edgecolor="black", facecolor="white", framealpha=1, - shadow=False, fancybox=False, prop={"weight": "normal", "size": 8}) - - # No grid lines: ax.grid(True, linestyle='--', alpha=0.7) - - # Spines adjustment for academic look - ax.spines['top'].set_visible(False) - ax.spines['right'].set_visible(False) - ax.spines['left'].set_linewidth(1.0) - ax.spines['bottom'].set_linewidth(1.0) - - annot_recall_level_92 = 0.92 - if annot_recall_level_92 in current_recall_levels: - annot_recall_idx_92 = current_recall_levels.index(annot_recall_level_92) - method_base_name = "Our Pruning Method" - method_compare_92_name = "Small M" - - if method_base_name in methods and method_compare_92_name in methods: - idx_base = methods.index(method_base_name) - idx_compare_92 = methods.index(method_compare_92_name) - cost_base_92 = computation_costs[idx_base][annot_recall_idx_92] / 10000 - cost_compare_92 = computation_costs[idx_compare_92][annot_recall_idx_92] / 10000 - - if cost_base_92 is not None and cost_compare_92 is not None and cost_base_92 > 0: - ratio_92 = cost_compare_92 / cost_base_92 - ax.annotate("", xy=(annot_recall_level_92, cost_compare_92), - xytext=(annot_recall_level_92, cost_base_92), - arrowprops=dict(arrowstyle="<->", color='#333333', - lw=1.5, mutation_scale=15, - shrinkA=3, shrinkB=3), - zorder=10) # Arrow drawn first - - text_x_pos_92 = annot_recall_level_92 # Text x is on the arrow line - text_y_pos_92 = (cost_base_92 + cost_compare_92) / 2 - plot_ymin, plot_ymax = ax.get_ylim() # Boundary checks - if text_y_pos_92 < plot_ymin + (plot_ymax-plot_ymin)*0.05: text_y_pos_92 = plot_ymin + (plot_ymax-plot_ymin)*0.05 - if text_y_pos_92 > plot_ymax - (plot_ymax-plot_ymin)*0.05: text_y_pos_92 = plot_ymax - (plot_ymax-plot_ymin)*0.05 - - ax.text(text_x_pos_92, text_y_pos_92, f"{ratio_92:.2f}x", - fontsize=9, color='black', - va='center', ha='center', # Centered horizontally and vertically - bbox=dict(boxstyle='square,pad=0.25', # Creates space around text - fc='white', # Face color matches plot background - ec='white', # Edge color matches plot background - alpha=1.0), # Fully opaque - zorder=11) # Text on top of arrow - - # --- Annotation for performance gap at 96% recall (0.96) --- - annot_recall_level_96 = 0.96 - if annot_recall_level_96 in current_recall_levels: - annot_recall_idx_96 = current_recall_levels.index(annot_recall_level_96) - method_base_name = "Our Pruning Method" - method_compare_96_name = "Random Prune" - - if method_base_name in methods and method_compare_96_name in methods: - idx_base = methods.index(method_base_name) - idx_compare_96 = methods.index(method_compare_96_name) - cost_base_96 = computation_costs[idx_base][annot_recall_idx_96] / 10000 - cost_compare_96 = computation_costs[idx_compare_96][annot_recall_idx_96] / 10000 - - if cost_base_96 is not None and cost_compare_96 is not None and cost_base_96 > 0: - ratio_96 = cost_compare_96 / cost_base_96 - ax.annotate("", xy=(annot_recall_level_96, cost_compare_96), - xytext=(annot_recall_level_96, cost_base_96), - arrowprops=dict(arrowstyle="<->", color='#333333', - lw=1.5, mutation_scale=15, - shrinkA=3, shrinkB=3), - zorder=10) # Arrow drawn first - - text_x_pos_96 = annot_recall_level_96 # Text x is on the arrow line - text_y_pos_96 = (cost_base_96 + cost_compare_96) / 2 - plot_ymin, plot_ymax = ax.get_ylim() # Boundary checks - if text_y_pos_96 < plot_ymin + (plot_ymax-plot_ymin)*0.05: text_y_pos_96 = plot_ymin + (plot_ymax-plot_ymin)*0.05 - if text_y_pos_96 > plot_ymax - (plot_ymax-plot_ymin)*0.05: text_y_pos_96 = plot_ymax - (plot_ymax-plot_ymin)*0.05 - - ax.text(text_x_pos_96, text_y_pos_96, f"{ratio_96:.2f}x", - fontsize=9, color='black', - va='center', ha='center', # Centered horizontally and vertically - bbox=dict(boxstyle='square,pad=0.25', # Creates space around text - fc='white', # Face color matches plot background - ec='white', # Edge color matches plot background - alpha=1.0), # Fully opaque - zorder=11) # Text on top of arrow - - - plt.tight_layout(pad=0.5) - plt.savefig(SAVED_PATH, bbox_inches="tight", dpi=300) - plt.show() - -# --- Main script execution --- -parser = argparse.ArgumentParser() -parser.add_argument("log_file", type=str, default="./demo/output.log") -args = parser.parse_args() - -try: - with open(args.log_file, 'r') as f: - log_content = f.read() -except FileNotFoundError: - print(f"Error: Log file '{args.log_file}' not found.") - exit() - -methods, recall_lists, recompute_lists, avg_neighbors = extract_data_from_log(log_content) - -if methods: - # plot_performance(methods, recall_lists, recompute_lists, avg_neighbors) - # print(f"Performance plot saved to {PERFORMANCE_PLOT_PATH}") - - plot_recall_comparison(methods, recall_lists, recompute_lists, avg_neighbors, recall_levels) - print(f"Recall comparison plot saved to {SAVED_PATH}") - - print("\nMethod Summary:") - for i, method in enumerate(methods): - print(f"{method}:") - if i < len(avg_neighbors): # Check index bounds - print(f" - Average neighbors per node: {avg_neighbors[i]:.2f}") - - for level in recall_levels: - if i < len(recall_lists) and i < len(recompute_lists): # Check index bounds - recall_idx = next((idx for idx, recall_val in enumerate(recall_lists[i]) if recall_val >= level), None) - if recall_idx is not None: - print(f" - Computations needed for {level*100:.0f}% recall: {recompute_lists[i][recall_idx]:.0f}") - else: - print(f" - Does not reach {level*100:.0f}% recall in the test") - else: - print(f" - Data missing for recall/recompute lists for method {method}") - print() -else: - print("No data extracted from the log file. Cannot generate plots or summary.") \ No newline at end of file diff --git a/research/paper_plot/main_exp.py b/research/paper_plot/main_exp.py deleted file mode 100644 index bf8efed..0000000 --- a/research/paper_plot/main_exp.py +++ /dev/null @@ -1,441 +0,0 @@ -import matplotlib.pyplot as plt -import seaborn as sns -import matplotlib.lines as mlines -import pandas as pd -import numpy as np -from matplotlib.patches import FancyArrowPatch - -sns.set_theme(style="ticks", font_scale=1.2) -plt.rcParams['axes.grid'] = True -plt.rcParams['axes.grid.which'] = 'major' -plt.rcParams['grid.linestyle'] = '--' -plt.rcParams['grid.color'] = 'gray' -plt.rcParams['grid.alpha'] = 0.3 -plt.rcParams['xtick.minor.visible'] = False -plt.rcParams['ytick.minor.visible'] = False -plt.rcParams["font.family"] = "Helvetica" -plt.rcParams["text.usetex"] = True -plt.rcParams["font.weight"] = "bold" -plt.rcParams["axes.labelweight"] = "bold" -# Generation(LLama 1B) Generation(LLama 3B) Generation(LLama 7B) -# 0.085s 0.217s 0.472s -# llm_inference_time=[0.085, 0.217, 0.472, 0] # Will be replaced by CSV data -# llm_inference_time_for_mac = [0.316, 0.717, 1.468, 0] # Will be replaced by CSV data - -def parse_latency_data(csv_path): - df = pd.read_csv(csv_path) - latency_data = {} - llm_gen_times = {} # To store LLM generation times: (dataset, hardware) -> time - - for _, row in df.iterrows(): - dataset = row['Dataset'] - hardware = row['Hardware'] - recall_target_str = row['Recall_target'].replace('%', '') - try: - recall_target = float(recall_target_str) - except ValueError: - print(f"Warning: Could not parse recall_target '{row['Recall_target']}'. Skipping row.") - continue - - if (dataset, hardware) not in llm_gen_times: # Read once per (dataset, hardware) - llm_time_val = pd.to_numeric(row.get('LLM_Gen_Time_1B'), errors='coerce') - if not pd.isna(llm_time_val): - llm_gen_times[(dataset, hardware)] = llm_time_val - else: - llm_gen_times[(dataset, hardware)] = np.nan # Store NaN if unparsable/missing - - cols_to_skip = ['Dataset', 'Hardware', 'Recall_target', - 'LLM_Gen_Time_1B', 'LLM_Gen_Time_3B', 'LLM_Gen_Time_7B'] - - for col in df.columns: - if col not in cols_to_skip: - method_name = col - key = (dataset, hardware, method_name) - if key not in latency_data: - latency_data[key] = [] - try: - latency_value = float(row[method_name]) - latency_data[key].append((recall_target, latency_value)) - except ValueError: - # Handle cases where latency might be non-numeric (e.g., 'N/A' or empty) - print(f"Warning: Could not parse latency for {method_name} at {dataset}/{hardware}/Recall {recall_target} ('{row[method_name]}'). Skipping this point.") - latency_data[key].append((recall_target, np.nan)) # Or skip appending - - # Sort by recall for consistent plotting - for key in latency_data: - latency_data[key].sort(key=lambda x: x[0]) - return latency_data, llm_gen_times - -def parse_storage_data(csv_path): - df = pd.read_csv(csv_path) - storage_data = {} - # Assuming the first column is 'MetricType' (RAM/Storage) and subsequent columns are methods - # And the header row is like: MetricType, Method1, Method2, ... - # Transpose to make methods as rows for easier lookup might be an option, - # but let's try direct parsing. - - # Find the row for RAM and Storage - ram_row = df[df.iloc[:, 0] == 'RAM'].iloc[0] - storage_row = df[df.iloc[:, 0] == 'Storage'].iloc[0] - - methods = df.columns[1:] # First column is the metric type label - for method in methods: - storage_data[method] = { - 'RAM': pd.to_numeric(ram_row[method], errors='coerce'), - 'Storage': pd.to_numeric(storage_row[method], errors='coerce') - } - return storage_data - -# Load data -latency_csv_path = 'paper_plot/data/main_latency.csv' -storage_csv_path = 'paper_plot/data/ram_storage.csv' -latency_data, llm_generation_times = parse_latency_data(latency_csv_path) -storage_info = parse_storage_data(storage_csv_path) - -# --- Determine unique Datasets and Hardware combinations to plot for --- -unique_dataset_hardware_configs = sorted(list(set((d, h) for d, h, m in latency_data.keys()))) - -if not unique_dataset_hardware_configs: - print("Error: No (Dataset, Hardware) combinations found in latency data. Check CSV paths and content.") - exit() - -# --- Define constants for plotting --- -all_method_names = sorted(list(set(m for d,h,m in latency_data.keys()))) -if not all_method_names: - # Fallback if latency_data is empty but storage_info might have method names - all_method_names = sorted(list(storage_info.keys())) - -if not all_method_names: - print("Error: No method names found in data. Cannot proceed with plotting.") - exit() - -method_markers = { - 'HNSW': 'o', - 'IVF': 'X', - 'DiskANN': 's', - 'IVF-Disk': 'P', - 'IVF-Recompute': '^', - 'Our': '*', - 'BM25': "v" - # Add more if necessary, or make it dynamic -} -method_display_names = { - 'IVF-Recompute': 'IVF-Recompute (EdgeRAG)', - # 其他方法保持原名 -} - -# Ensure all methods have a marker -default_markers = ['^', 'v', '<', '>', 'H', 'h', '+', 'x', '|', '_'] -next_default_marker = 0 -for mn in all_method_names: - if mn not in method_markers: - print(f"mn: {mn}") - method_markers[mn] = default_markers[next_default_marker % len(default_markers)] - next_default_marker +=1 - -recall_levels_present = sorted(list(set(r for key in latency_data for r, l in latency_data[key]))) -# Define colors for up to a few common recall levels, add more if needed -base_recall_colors = { - 85.0: "#1f77b4", # Blue - 90.0: "#ff7f0e", # Orange - 95.0: "#2ca02c", # Green - # Add more if other recall % values exist -} -recall_colors = {} -color_palette = sns.color_palette("viridis", n_colors=len(recall_levels_present)) - -for idx, r_level in enumerate(recall_levels_present): - recall_colors[r_level] = base_recall_colors.get(r_level, color_palette[idx % len(color_palette)]) - - -# --- Determine global x (latency) and y (storage) limits for consistent axes --- -all_latency_values = [] -all_storage_values = [] -raw_data_size = 76 # Raw data size in GB - -for ds_hw_key in unique_dataset_hardware_configs: - current_ds, current_hw = ds_hw_key - for method_name in all_method_names: - # Get storage for this method - disk_storage = storage_info.get(method_name, {}).get('Storage', np.nan) - if not np.isnan(disk_storage): - all_storage_values.append(disk_storage) - - # Get latencies for this method under current_ds, current_hw - latency_key = (current_ds, current_hw, method_name) - if latency_key in latency_data: - for recall, latency in latency_data[latency_key]: - if not np.isnan(latency): - all_latency_values.append(latency) - -# Add padding to limits -min_lat = min(all_latency_values) if all_latency_values else 0.001 -max_lat = max(all_latency_values) if all_latency_values else 1 -min_store = min(all_storage_values) if all_storage_values else 0 -max_store = max(all_storage_values) if all_storage_values else 1 - -# Convert storage values to proportion of raw data -min_store_proportion = min_store / raw_data_size if all_storage_values else 0 -max_store_proportion = max_store / raw_data_size if all_storage_values else 0.1 - -# Padding for log scale latency - adjust minimum to be more reasonable -lat_log_min = -1 # Changed from -2 to -1 to set minimum to 10^-1 (0.1s) -lat_log_max = np.log10(max_lat) if max_lat > 0 else 3 # default to 1000 s -lat_padding = (lat_log_max - lat_log_min) * 0.05 -global_xlim = [10**(lat_log_min - lat_padding), 10**(lat_log_max + lat_padding)] -if global_xlim[0] <= 0: global_xlim[0] = 0.1 # Changed from 0.01 to 0.1 - -# Padding for linear scale storage proportion -store_padding = (max_store_proportion - min_store_proportion) * 0.05 -global_ylim = [max(0, min_store_proportion - store_padding), max_store_proportion + store_padding] -if global_ylim[0] >= global_ylim[1]: # Avoid inverted or zero range - global_ylim[1] = global_ylim[0] + 0.1 - -# After loading the data and before plotting, add this code to reorder the datasets -# Find where you define all_datasets (around line 95) - -# Original code: -all_datasets = sorted(list(set(ds for ds, _ in unique_dataset_hardware_configs))) - -# Replace with this to specify the exact order: -all_datasets_unsorted = list(set(ds for ds, _ in unique_dataset_hardware_configs)) -desired_order = ['NQ', 'TriviaQA', 'GPQA','HotpotQA'] -all_datasets = [ds for ds in desired_order if ds in all_datasets_unsorted] -# Add any datasets that might be in the data but not in our desired_order list -all_datasets.extend([ds for ds in all_datasets_unsorted if ds not in desired_order]) - -# Then the rest of your code remains the same: -a10_configs = [(ds, 'A10') for ds in all_datasets if (ds, 'A10') in unique_dataset_hardware_configs] -mac_configs = [(ds, 'MAC') for ds in all_datasets if (ds, 'MAC') in unique_dataset_hardware_configs] - -# Create two figures - one for A10 and one for MAC -hardware_configs = [a10_configs, mac_configs] -hardware_names = ['A10', 'MAC'] - -for fig_idx, configs_for_this_figure in enumerate(hardware_configs): - if not configs_for_this_figure: - continue - - num_cols_this_figure = len(configs_for_this_figure) - # 1 row, num_cols_this_figure columns - fig, axs = plt.subplots(1, num_cols_this_figure, figsize=(7 * num_cols_this_figure, 6), sharex=True, sharey=True, squeeze=False) - - # fig.suptitle(f"Latency vs. Storage ({hardware_names[fig_idx]})", fontsize=18, y=0.98) - - for subplot_idx, (current_ds, current_hw) in enumerate(configs_for_this_figure): - ax = axs[0, subplot_idx] # Accessing column in the first row - ax.set_title(f"{current_ds}", fontsize=25) # No need to show hardware in title since it's in suptitle - - for method_name in all_method_names: - marker = method_markers.get(method_name, '+') - disk_storage = storage_info.get(method_name, {}).get('Storage', np.nan) - - latency_points_key = (current_ds, current_hw, method_name) - if latency_points_key in latency_data: - points_for_method = latency_data[latency_points_key] - print(f"points_for_method: {points_for_method}") - for recall, latency in points_for_method: - # Only skip if latency is invalid (since we need log scale for x-axis) - # But allow zero storage since y-axis is now linear - if np.isnan(latency) or np.isnan(disk_storage) or latency <= 0: - continue - - # Add LLM generation time from CSV - current_llm_add_time = llm_generation_times.get((current_ds, current_hw)) - if current_llm_add_time is not None and not np.isnan(current_llm_add_time): - latency = latency + current_llm_add_time - else: - raise ValueError(f"No LLM generation time found for {current_ds} on {current_hw}") - - # Special handling for BM25 - if method_name == 'BM25': - # BM25 is only valid for 85% recall points (other points are 0) - if recall != 85.0: - continue - color = 'grey' - else: - # Use the color for target recall - color = recall_colors.get(recall, 'grey') - - # Convert storage to proportion - disk_storage_proportion = disk_storage / raw_data_size - size = 80 - - x_offset = -50 - if current_ds == 'GPQA': - x_offset = -32 - - # Apply a small vertical offset to IVF-Recompute points to make them more visible - if method_name == 'IVF-Recompute': - # Add a small vertical offset (adjust the 0.05 value as needed) - disk_storage_proportion += 0.07 - size = 80 - if method_name == 'DiskANN': - size = 50 - if method_name == 'Our': - size = 140 - disk_storage_proportion += 0.05 - # Add "Pareto Frontier" label to Our method points - - if recall == 95: - ax.annotate('Ours', - (latency, disk_storage_proportion), - xytext=(x_offset, 25), # Increased leftward offset from -65 to -120 - textcoords='offset points', - fontsize=20, - color='red', - weight='bold', - bbox=dict(boxstyle="round,pad=0.3", fc="white", ec="red", alpha=0.7)) - # Increase size for BM25 points - if method_name == 'BM25': - size = 70 - size*=5 - - ax.scatter(latency, disk_storage_proportion, marker=marker, color=color, - s=size, alpha=0.85, edgecolors='black', linewidths=0.7) - - - - - ax.set_xscale("log") - ax.set_yscale("linear") # CHANGED from log scale to linear scale for Y-axis - - # Generate appropriate powers of 10 based on your data range - min_power = -1 - max_power = 4 - log_ticks = [10**i for i in range(min_power, max_power+1)] - - # Set custom tick positions - ax.set_xticks(log_ticks) - - # Create custom bold LaTeX labels with 10^n format - log_tick_labels = [fr'$\mathbf{{10^{{{i}}}}}$' for i in range(min_power, max_power+1)] - ax.set_xticklabels(log_tick_labels, fontsize=24) - - # Apply global limits - if subplot_idx == 0: - ax.set_xlim(global_xlim) - ax.set_ylim(global_ylim) - - ax.grid(True, which="major", linestyle="--", linewidth=0.6, alpha=0.7) - # Remove minor grid lines completely - ax.grid(False, which="minor") - - # Remove ticks - # First set the shared parameters for both axes - ax.tick_params(axis='both', which='both', length=0, labelsize=24) - - # Then set the padding only for the x-axis - ax.tick_params(axis='x', which='both', pad=10) - - if subplot_idx == 0: # Y-label only for the leftmost subplot - ax.set_ylabel("Proportional Size", fontsize=24) - - # X-label for all subplots in a 1xN layout can be okay, or just the middle/last one. - # Let's put it on all for now. - ax.set_xlabel("Latency (s)", fontsize=25) - - # Display 100%, 200%, 300% for yaxis - ax.set_yticks([1, 2, 3]) - ax.set_yticklabels(['100\%', '200\\%', '300\\%']) - - # Create a custom arrow with "Better" text inside - # Create the arrow patch with a wider shaft - arrow = FancyArrowPatch( - (0.8, 0.8), # Start point (top-right) - (0.65, 0.6), # End point (toward bottom-left) - transform=ax.transAxes, - arrowstyle='simple,head_width=40,head_length=35,tail_width=20', # Increased arrow dimensions - facecolor='white', - edgecolor='black', - linewidth=3, # Thicker outline - zorder=5 - ) - - # Add the arrow to the plot - ax.add_patch(arrow) - - # Calculate the midpoint of the arrow for text placement - mid_x = (0.8 + 0.65) / 2 + 0.002 + 0.01 - mid_y = (0.8 + 0.6) / 2 + 0.01 - - # Add the "Better" text at the midpoint of the arrow - ax.text(mid_x, mid_y, 'Better', - transform=ax.transAxes, - ha='center', - va='center', - fontsize=16, # Increased font size from 12 to 16 - fontweight='bold', - rotation=40, # Rotate to match arrow direction - zorder=6) # Ensure text is on top of arrow - - # Create legends (once per figure) - method_legend_handles = [] - for method, marker_style in method_markers.items(): - if method in all_method_names: - print(f"method: {method}") - # Use black color for BM25 in the legend - if method == 'BM25': - method_legend_handles.append(mlines.Line2D([], [], color='black', marker=marker_style, linestyle='None', - markersize=10, label=method)) - else: - if method in method_display_names: - method = method_display_names[method] - method_legend_handles.append(mlines.Line2D([], [], color='black', marker=marker_style, linestyle='None', - markersize=10, label=method)) - - recall_legend_handles = [] - sorted_recall_levels = sorted(recall_colors.keys()) - for r_level in sorted_recall_levels: - recall_legend_handles.append(mlines.Line2D([], [], color=recall_colors[r_level], marker='o', linestyle='None', - markersize=20, label=f"Target Recall={r_level:.0f}\%")) - - # 将图例分成两行:第一行是方法,第二行是召回率 - if fig_idx == 0: - # 从方法列表中先排除'Our' - other_methods = [m for m in all_method_names if m != 'Our'] - # 按照需要的顺序创建方法列表(将'Our'放在最后) - ordered_methods = other_methods + (['Our'] if 'Our' in all_method_names else []) - - # 按照新顺序创建方法图例句柄 - method_legend_handles = [] - for method in ordered_methods: - if method in method_markers: - marker_style = method_markers[method] - # 使用显示名称映射 - display_name = method_display_names.get(method, method) - color = 'black' - marker_size = 22 - if method == 'Our': - marker_size = 27 - elif 'IVF-Recompute' in method or 'EdgeRAG' in method: - marker_size = 17 - elif 'DiskANN' in method: - marker_size = 19 - elif 'BM25' in method: - marker_size = 20 - method_legend_handles.append(mlines.Line2D([], [], color=color, marker=marker_style, - linestyle='None', markersize=marker_size, label=display_name)) - - # 创建召回率图例(第二行)- 注意位置调整,放在方法图例下方 - recall_legend = fig.legend(handles=recall_legend_handles, - loc='upper center', bbox_to_anchor=(0.5, 1.05), # y坐标降低,放在第一行下方 - ncol=len(recall_legend_handles), fontsize=28) - - - # 创建方法图例(第一行) - method_legend = fig.legend(handles=method_legend_handles, - loc='upper center', bbox_to_anchor=(0.5, 0.91), - ncol=len(method_legend_handles), fontsize=28) - - # 添加图例到渲染器 - fig.add_artist(method_legend) - fig.add_artist(recall_legend) - - # 调整布局,为顶部的两行图例留出更多空间 - plt.tight_layout(rect=(0, 0, 1.0, 0.74)) # 顶部空间从0.9调整到0.85,给两行图例留出更多空间 - - save_path = f'./paper_plot/figures/main_exp_fig_{fig_idx+1}.pdf' - plt.savefig(save_path, dpi=300, bbox_inches='tight') - print(f"Saved figure {fig_idx+1} to {save_path}") - plt.show() \ No newline at end of file diff --git a/research/paper_plot/main_latency.py b/research/paper_plot/main_latency.py deleted file mode 100644 index 4a48dab..0000000 --- a/research/paper_plot/main_latency.py +++ /dev/null @@ -1,163 +0,0 @@ -import csv - -import numpy as np -import matplotlib.pyplot as plt -import csv - -plt.rcParams["font.family"] = "Helvetica" -plt.rcParams["ytick.direction"] = "in" -plt.rcParams["hatch.linewidth"] = 1 -plt.rcParams["font.weight"] = "bold" -plt.rcParams["axes.labelweight"] = "bold" -plt.rcParams["text.usetex"] = True -SAVE_PTH = "./paper_plot/figures" -font_size = 16 - -# Generation(LLama 1B) Generation(LLama 3B) Generation(LLama 7B) -# 0.085s 0.217s 0.472s -llm_inference_time=[0.085, 0.217, 0.472, 0] - -USE_LLM_INDEX = 3 # +0 - -file_path = "./paper_plot/data/main_latency.csv" - -with open(file_path, mode="r", newline="") as file: - reader = csv.reader(file) - data = list(reader) - -# 打印原始数据 -for row in data: - print(",".join(row)) - - - - -models = ["A10", "MAC"] -datasets = ["NQ", "TriviaQA", "GPQA", "HotpotQA"] -data = [[float(cell) if cell.isdigit() else cell for cell in row] for row in data[1:]] -for k, model in enumerate(models): - - fig, axes = plt.subplots(1, 4) - fig.set_size_inches(20, 3) - plt.subplots_adjust(wspace=0, hspace=0) - - total_width, n = 6, 6 - group = 1 - width = total_width * 0.9 / n - x = np.arange(group) * n - exit_idx_x = x + (total_width - width) / n - edgecolors = ["dimgrey", "#63B8B6", "tomato", "slategray", "mediumpurple", "green", "red", "blue", "yellow", "silver"] - # hatches = ["", "\\\\", "//", "||", "x", "--", "..", "", "\\\\", "//", "||", "x", "--", ".."] - hatches =["\\\\\\","\\\\"] - - labels = [ - "HNSW", - "IVF", - "DiskANN", - "IVF-Disk", - "IVF-Recompute", - "Our", - # "DGL-OnDisk", - ] - if k == 0: - x_labels = "GraphSAGE" - else: - x_labels = "GAT" - - yticks = [0.01, 0.1, 1, 10, 100, 1000,10000] # Log scale ticks - val_limit = 15000 # Upper limit for the plot - - for i in range(4): - axes[i].set_yscale('log') # Set y-axis to logarithmic scale - axes[i].set_yticks(yticks) - axes[i].set_ylim(0.01, val_limit) # Lower limit should be > 0 for log scale - - axes[i].tick_params(axis="y", labelsize=10) - - axes[i].set_xticks([]) - # axes[i].set_xticklabels() - axes[i].set_xlabel(datasets[i], fontsize=font_size) - axes[i].grid(axis="y", linestyle="--") - axes[i].set_xlim(exit_idx_x[0] - 0.15 * width - 0.2, exit_idx_x[0] + (n-0.25)* width + 0.2) - for j in range(n): - ##TODO add label - - # num = float(data[i * 2 + k][j + 3]) - # plot_label = [num] - # if j == 6 and i == 3: - # plot_label = ["N/A"] - # num = 0 - local_hatches=["////","\\\\","xxxx"] - # here add 3 bars rather than one bar TODO - print('exit_idx_x',exit_idx_x) - - # Check if all three models for this algorithm are OOM (data = 0) - is_oom = True - for m in range(3): - if float(data[i * 6 + k*3 + m][j + 3]) != 0: - is_oom = False - break - - if is_oom: - # Draw a cross for OOM instead of bars - pos = exit_idx_x + j * width + width * 0.3 # Center position for cross - marker_size = width * 150 # Size of the cross - axes[i].scatter(pos, 0.02, marker='x', color=edgecolors[j], s=marker_size, - linewidth=4, label=labels[j] if j < len(labels) else "", zorder=20) - else: - # Create three separate bar calls instead of trying to plot multiple bars at once - for m in range(3): - num = float(data[i * 6 + k*3 +m][j + 3]) +llm_inference_time[USE_LLM_INDEX] - plot_label = [num] - pos = exit_idx_x + j * width + width * 0.3 * m - print(f"j: {j}, m: {m}, pos: {pos}") - # For log scale, we need to ensure values are positive - plot_value = max(0.01, num) if num < val_limit else val_limit - container = axes[i].bar( - pos, - plot_value, - width=width * 0.3, - color="white", - edgecolor=edgecolors[j], - # edgecolor="k", - hatch=local_hatches[m], # Use different hatches for each of the 3 bars - linewidth=1.0, - label=labels[j] if m == 0 else "", # Only add label for the first bar - zorder=10, - ) - # axes[i].bar_label( - # container, - # plot_label, - # fontsize=font_size - 2, - # zorder=200, - # fontweight="bold", - # ) - - if k == 0: - axes[0].legend( - bbox_to_anchor=(3.25, 1.02), - ncol=7, - loc="lower right", - # fontsize=font_size, - # markerscale=3, - labelspacing=0.2, - edgecolor="black", - facecolor="white", - framealpha=1, - shadow=False, - # fancybox=False, - handlelength=2, - handletextpad=0.5, - columnspacing=0.5, - prop={"weight": "bold", "size": font_size}, - ).set_zorder(100) - - axes[0].set_ylabel("Runtime (log scale)", fontsize=font_size, fontweight="bold") - axes[0].set_yticklabels([r"$10^{-2}$", r"$10^{-1}$", r"$10^{0}$", r"$10^{1}$", r"$10^{2}$", r"$10^{3}$",r"$10^{4}$"], fontsize=font_size) - axes[1].set_yticklabels([]) - axes[2].set_yticklabels([]) - axes[3].set_yticklabels([]) - - plt.savefig(f"{SAVE_PTH }/speed_{model}_revised.pdf", bbox_inches="tight", dpi=300) - ## print save - print(f"{SAVE_PTH }/speed_{model}_revised.pdf") \ No newline at end of file diff --git a/research/paper_plot/main_memory_storage.py b/research/paper_plot/main_memory_storage.py deleted file mode 100644 index 889ccd6..0000000 --- a/research/paper_plot/main_memory_storage.py +++ /dev/null @@ -1,85 +0,0 @@ -from matplotlib import pyplot as plt -from matplotlib.gridspec import GridSpec - -# Comment Test - -# om script.settings import DATA_PATH, FIGURE_PATH -# DATA_PATH ="/home/ubuntu/Power-RAG/paper_plot/data" -# FIGURE_PATH = "/home/ubuntu/Power-RAG/paper_plot/figures" -plt.rcParams["font.family"] = "Helvetica" -plt.rcParams["ytick.direction"] = "in" -plt.rcParams["hatch.linewidth"] = 2 -plt.rcParams["font.weight"] = "bold" -plt.rcParams["axes.labelweight"] = "bold" -plt.rcParams["text.usetex"] = True - -import numpy as np -import pandas as pd - -# Load the RAM and Storage data directly from CSV -data = pd.read_csv("./paper_plot/data/ram_storage.csv") - -# Explicitly reorder columns to ensure "Our" is at the end -cols = list(data.columns) -if "Our" in cols and cols[-1] != "Our": - cols.remove("Our") - cols.append("Our") - data = data[cols] - -# Set up the figure with two columns -fig = plt.figure(figsize=(12, 3)) -gs = GridSpec(1, 2, figure=fig) -ax1 = fig.add_subplot(gs[0, 0]) # Left panel for RAM -ax2 = fig.add_subplot(gs[0, 1]) # Right panel for Storage - -# Define the visual style elements -edgecolors = ["dimgrey", "#63B8B6", "tomato", "slategray", "silver", "navy"] -hatches = ["/////", "\\\\\\\\\\"] - -# Calculate positions for the bars -methods = data.columns[1:] # Skip the 'Hardware' column -num_methods = len(methods) -# Reverse the order of methods for display (to have "Our" at the bottom) -methods = list(methods)[::-1] -y_positions = np.arange(num_methods) -bar_width = 0.6 - -# Plot RAM data in left panel -ram_bars = ax1.barh( - y_positions, - data.iloc[0, 1:].values[::-1], # Reverse the data to match reversed methods - height=bar_width, - color="white", - edgecolor=edgecolors[0], - hatch=hatches[0], - linewidth=1.0, - label="RAM", - zorder=10, -) -ax1.set_title("RAM Usage", fontsize=14, fontweight='bold') -ax1.set_yticks(y_positions) -ax1.set_yticklabels(methods, fontsize=14) -ax1.set_xlabel("Size (\\textit{GB})", fontsize=14) -ax1.xaxis.set_tick_params(labelsize=14) - -# Plot Storage data in right panel -storage_bars = ax2.barh( - y_positions, - data.iloc[1, 1:].values[::-1], # Reverse the data to match reversed methods - height=bar_width, - color="white", - edgecolor=edgecolors[1], - hatch=hatches[1], - linewidth=1.0, - label="Storage", - zorder=10, -) -ax2.set_title("Storage Usage", fontsize=14, fontweight='bold') -ax2.set_yticks(y_positions) -ax2.set_yticklabels(methods, fontsize=14) -ax2.set_xlabel("Size (\\textit{GB})", fontsize=14) -ax2.xaxis.set_tick_params(labelsize=14) - -plt.tight_layout() -plt.savefig("./paper_plot/figures/ram_storage_double_column.pdf", bbox_inches="tight", dpi=300) -print("Saving the figure to ./paper_plot/figures/ram_storage_double_column.pdf") \ No newline at end of file diff --git a/research/paper_plot/recompute_bottle.py b/research/paper_plot/recompute_bottle.py deleted file mode 100644 index 77b1f67..0000000 --- a/research/paper_plot/recompute_bottle.py +++ /dev/null @@ -1,141 +0,0 @@ -#!/usr/bin/env python3 -# -*- coding:utf-8 -*- -# Motto: Were It to Benefit My Country, I Would Lay Down My Life! -# \file: /bottleneck_breakdown.py -# \brief: Illustrates the query time bottleneck on consumer devices (Final Version - Font & Legend Adjust). -# Author: Gemini Assistant (adapted from user's style and feedback) - -import numpy as np -import matplotlib.pyplot as plt -from matplotlib.ticker import FuncFormatter # Not strictly needed for just font, but imported if user wants to try - -# Set matplotlib styles similar to the example -plt.rcParams["font.family"] = "Helvetica" # Primary font family -plt.rcParams["ytick.direction"] = "in" -plt.rcParams["xtick.direction"] = "in" -plt.rcParams["hatch.linewidth"] = 1.0 -plt.rcParams["font.weight"] = "bold" -plt.rcParams["axes.labelweight"] = "bold" - -plt.rcParams["text.usetex"] = True -# Attempt to make LaTeX use Helvetica as the main font -plt.rcParams['text.latex.preamble'] = r""" -\usepackage{helvet} % helvetica font -\usepackage{sansmath} % helvetica for math -\sansmath % activate sansmath -\renewcommand{\familydefault}{\sfdefault} % make sans-serif the default family -""" - - -# Final Data for the breakdown (3 Segments) -labels_raw = [ # Raw labels before potential LaTeX escaping - 'IO: Text + PQ Lookup', - 'CPU: Tokenize + Distance Compute', - 'GPU: Embedding Recompute', -] -# Times in ms, ordered for stacking -times_ms = np.array([ - 8.009, # Quantization - 16.197, # Search - 76.512, # Embedding Recomputation -]) - -total_time_ms = times_ms.sum() -percentages = (times_ms / total_time_ms) * 100 - -# Prepare labels for legend, escaping for LaTeX if active -labels_legend = [] -# st1 = r'&' # Not needed as current labels_raw don't have '&' -for label, time, perc in zip(labels_raw, times_ms, percentages): - # Construct the percentage string carefully for LaTeX - perc_str = f"{perc:.1f}" + r"\%" # Correct way to form 'NN.N\%' - # label_tex = label.replace('&', st1) # Use if '&' is in labels_raw - label_tex = label # Current labels_raw are clean for LaTeX - labels_legend.append( - f"{label_tex}\n({time:.1f}ms, {perc_str})" - ) - -# Styling based on user's script -# Using first 3 from the provided lists -edgecolors_list = ["dimgrey", "#63B8B6", "tomato", "silver", "slategray"] -hatches_list = ["/////", "xxxxx", "\\\\\\\\\\"] - -edgecolors = edgecolors_list[:3] -hatches = hatches_list[:3] -fill_color = "white" - -# Create the figure and axes -# Adjusted figure size to potentially accommodate legend on the right -fig, ax = plt.subplots() -fig.set_size_inches(7, 1.5) # Width increased slightly, height adjusted -# Adjusted right margin for external legend, bottom for x-label -plt.subplots_adjust(left=0.12, right=0.72, top=0.95, bottom=0.25) - -# Create the horizontal stacked bar -bar_height = 0.2 -y_pos = 0 - -left_offset = 0 -for i in range(len(times_ms)): - ax.barh( - y_pos, - times_ms[i], - height=bar_height, - left=left_offset, - color=fill_color, - edgecolor=edgecolors[i], - hatch=hatches[i], - linewidth=1.5, - label=labels_legend[i], - zorder=10 - ) - text_x_pos = left_offset + times_ms[i] / 2 - if times_ms[i] > total_time_ms * 0.03: # Threshold for displaying text - ax.text( - text_x_pos, - y_pos, - f"{times_ms[i]:.1f}ms", - ha='center', - va='center', - fontsize=8, - fontweight='bold', - color='black', - zorder=20, - bbox=dict(facecolor='white', edgecolor='none', pad=0.5, alpha=0.8) - ) - left_offset += times_ms[i] - -# Set plot limits and labels -ax.set_xlim([0, total_time_ms * 1.02]) -ax.set_xlabel("Time (ms)", fontsize=14, fontweight='bold', x=0.75, ) - -# Y-axis: Remove y-ticks and labels -ax.set_yticks([]) -ax.set_yticklabels([]) - -# Legend: Placed to the right of the plot -ax.legend( - # (x, y) for anchor, (0,0) is bottom left, (1,1) is top right of AXES - # To place outside on the right, x should be > 1 - bbox_to_anchor=(1.03, 0.5), # x > 1 means outside to the right, y=0.5 for vertical center - ncol=1, # Single column for a taller, narrower legend - loc="center left", # Anchor the legend's left-center to bbox_to_anchor point - labelspacing=0.5, # Adjust spacing - edgecolor="black", - facecolor="white", - framealpha=1, - shadow=False, - fancybox=False, - handlelength=1.5, - handletextpad=0.6, - columnspacing=1.5, - prop={"weight": "bold", "size": 9}, -).set_zorder(100) - -# Save the figure (using the original generic name as requested) -output_filename = "./bottleneck_breakdown.pdf" -# plt.tight_layout() # tight_layout might conflict with external legend; adjust subplots_adjust instead -plt.savefig(output_filename, bbox_inches="tight", dpi=300) -print(f"Saved plot to {output_filename}") - -# plt.show() # Uncomment to display plot interactively \ No newline at end of file diff --git a/research/paper_plot/small_emb.py b/research/paper_plot/small_emb.py deleted file mode 100644 index 0d32091..0000000 --- a/research/paper_plot/small_emb.py +++ /dev/null @@ -1,226 +0,0 @@ -import matplotlib.pyplot as plt -import numpy as np -# import matplotlib.ticker as mticker # Not actively used -import os - -FIGURE_PATH = "paper_plot/figures" - -try: - os.makedirs(FIGURE_PATH, exist_ok=True) - print(f"Images will be saved to: {os.path.abspath(FIGURE_PATH)}") -except OSError as e: - print(f"Create {FIGURE_PATH} failed: {e}. Images will be saved in the current working directory.") - FIGURE_PATH = "." - -plt.rcParams["font.family"] = "Helvetica" -plt.rcParams["ytick.direction"] = "in" -plt.rcParams["hatch.linewidth"] = 2 -plt.rcParams["font.weight"] = "bold" -plt.rcParams["axes.labelweight"] = "bold" -plt.rcParams["text.usetex"] = True - -method_labels = ["gte-small (33M)", "contriever-msmarco (110M)"] -dataset_names = ["NQ", "TriviaQA"] -metrics_plot1 = ["Exact Match", "F1"] - -small_nq_f1 = 0.2621040899 -small_tq_f1 = 0.4698198059 -small_nq_em_score = 0.1845 -small_tq_em_score = 0.4015 -small_nq_time = 1.137 -small_tq_time = 1.173 - -large_nq_f1 = 0.2841386117 -large_tq_f1 = 0.4548340289 -large_nq_em_score = 0.206 -large_tq_em_score = 0.382 -large_nq_time = 2.632 -large_tq_time = 2.684 - -data_scores_plot1 = { - "NQ": {"Exact Match": [small_nq_em_score, large_nq_em_score], "F1": [small_nq_f1, large_nq_f1]}, - "TriviaQA": {"Exact Match": [small_tq_em_score, large_tq_em_score], "F1": [small_tq_f1, large_tq_f1]} -} -latency_data_plot2 = { - "NQ": [small_nq_time, large_nq_time], - "TriviaQA": [small_tq_time, large_tq_time] -} - -edgecolors = ["dimgrey", "tomato"] -hatches = ["/////", "\\\\\\\\\\"] - -# Changed: bar_center_separation_in_group increased for larger gap -bar_center_separation_in_group = 0.42 -# Changed: bar_visual_width decreased for narrower bars -bar_visual_width = 0.28 - -figsize_plot1 = (4, 2.5) -# Changed: figsize_plot2 width adjusted to match figsize_plot1 for legend/caption alignment -figsize_plot2 = (2.5, 2.5) - -# Define plot1_xlim_per_subplot globally so it can be accessed by create_plot2_latency -plot1_xlim_per_subplot = (0.0, 2.0) # Explicit xlim for plot 1 subplots - -common_subplots_adjust_params = dict(wspace=0.30, top=0.80, bottom=0.22, left=0.09, right=0.96) - - -def create_plot1_em_f1(): - fig, axs = plt.subplots(1, 2, figsize=figsize_plot1) - fig.subplots_adjust(**common_subplots_adjust_params) - - num_methods = len(method_labels) - metric_group_centers = np.array([0.5, 1.5]) - # plot1_xlim_per_subplot is now global - - for i, dataset_name in enumerate(dataset_names): - ax = axs[i] - for metric_idx, metric_name in enumerate(metrics_plot1): - metric_center_pos = metric_group_centers[metric_idx] - current_scores_raw = data_scores_plot1[dataset_name][metric_name] - current_scores_percent = [val * 100 for val in current_scores_raw] - - for j, method_label in enumerate(method_labels): - offset = (j - (num_methods - 1) / 2.0) * bar_center_separation_in_group - bar_center_pos = metric_center_pos + offset - - ax.bar( - bar_center_pos, current_scores_percent[j], width=bar_visual_width, color="white", - edgecolor=edgecolors[j], hatch=hatches[j], linewidth=1.5, - label=method_label if i == 0 and metric_idx == 0 else None - ) - ax.text( - bar_center_pos, current_scores_percent[j] + 0.8, f"{current_scores_percent[j]:.1f}", - ha='center', va='bottom', fontsize=8, fontweight='bold' - ) - - ax.set_xticks(metric_group_centers) - ax.set_xticklabels(metrics_plot1, fontsize=9, fontweight='bold') - ax.set_title(dataset_name, fontsize=12, fontweight='bold') - ax.set_xlim(plot1_xlim_per_subplot) # Apply consistent xlim - ax.yaxis.set_major_formatter(plt.FuncFormatter(lambda y, _: ' {:.0f}'.format(y))) - - if i == 0: - ax.set_ylabel("Accuracy (\%)", fontsize=12, fontweight="bold") - - all_subplot_scores_percent = [] - for metric_name_iter in metrics_plot1: - all_subplot_scores_percent.extend([val * 100 for val in data_scores_plot1[dataset_name][metric_name_iter]]) - - max_val = max(all_subplot_scores_percent) if all_subplot_scores_percent else 0 - ax.set_ylim(0, max_val * 1.22 if max_val > 0 else 10) - ax.tick_params(axis='y', labelsize=12) - - for spine in ax.spines.values(): - spine.set_visible(True) - spine.set_linewidth(1.0) - spine.set_edgecolor("black") - - handles, labels = axs[0].get_legend_handles_labels() - fig.legend( - handles, labels, loc="upper center", bbox_to_anchor=(0.5, 0.97), ncol=len(method_labels), - edgecolor="black", facecolor="white", framealpha=1, shadow=False, fancybox=False, - handlelength=1.5, handletextpad=0.4, columnspacing=0.8, - prop={"weight": "bold", "size": 9} - ) - - # fig.text(0.5, 0.06, "(a) EM \& F1", ha='center', va='center', fontweight='bold', fontsize=11) - - - save_path = os.path.join(FIGURE_PATH, "plot1_em_f1.pdf") - # plt.tight_layout() # Adjusted call below - fig.tight_layout(rect=(0.0, 0.0, 1.0, 0.88)) # Adjusted to make space for fig.text and fig.legend - plt.savefig(save_path, bbox_inches='tight', pad_inches=0.03) - plt.close(fig) - print(f"Figure 1 (Exact Match & F1) has been saved to: {save_path}") - -def create_plot2_latency(): - fig, axs = plt.subplots(1, 2, figsize=figsize_plot2) # figsize_plot2 width is now 8.0 - fig.subplots_adjust(**common_subplots_adjust_params) - - num_methods = len(method_labels) - method_group_center_in_subplot = 0.5 - -# Calculate bar extents to determine focused xlim - bar_positions_calc = [] - for j_idx in range(num_methods): - offset_calc = (j_idx - (num_methods - 1) / 2.0) * bar_center_separation_in_group - bar_center_pos_calc = method_group_center_in_subplot + offset_calc - bar_positions_calc.append(bar_center_pos_calc) - - min_bar_actual_edge = min(bar_positions_calc) - bar_visual_width / 2.0 - max_bar_actual_edge = max(bar_positions_calc) + bar_visual_width / 2.0 - - # Define padding around the bars - # Option 1: Fixed padding (e.g., 0.15 as derived from plot 1 visual) - # padding_val = 0.15 - # plot2_xlim_calculated = (min_bar_actual_edge - padding_val, max_bar_actual_edge + padding_val) - # This would be (0.15 - 0.15, 0.85 + 0.15) = (0.0, 1.0) - - # Option 2: Center the group (0.5) in a span of 1.0 - plot2_xlim_calculated = (method_group_center_in_subplot - 0.5, method_group_center_in_subplot + 0.5) - # This is (0.5 - 0.5, 0.5 + 0.5) = (0.0, 1.0) - # This is simpler and achieves the (0.0, 1.0) directly. - - for i, dataset_name in enumerate(dataset_names): - ax = axs[i] - current_latencies = latency_data_plot2[dataset_name] - - for j, method_label in enumerate(method_labels): - offset = (j - (num_methods - 1) / 2.0) * bar_center_separation_in_group - bar_center_pos = method_group_center_in_subplot + offset - - ax.bar( - bar_center_pos, current_latencies[j], width=bar_visual_width, color="white", - edgecolor=edgecolors[j], hatch=hatches[j], linewidth=1.5, - label=method_label if i == 0 else None - ) - ax.text( - bar_center_pos, current_latencies[j] + 0.05, f"{current_latencies[j]:.2f}", - ha='center', va='bottom', fontsize=10, fontweight='bold' - ) - ax.yaxis.set_major_formatter(plt.FuncFormatter(lambda y, _: ' {:.0f}'.format(y))) - - ax.set_xticks([0.5]) - ax.set_xticklabels(["Latency"], color="white", fontsize=12) - # set tick hatches - ax.tick_params(axis='x', colors="white") - ax.set_title(dataset_name, fontsize=13, fontweight='bold') - ax.set_xlim(plot2_xlim_calculated) - - if i == 0: - ax.set_ylabel("Latency (s)", fontsize=12, fontweight="bold") - - max_latency_in_subplot = max(current_latencies) if current_latencies else 0 - ax.set_ylim(0, max_latency_in_subplot * 1.22 if max_latency_in_subplot > 0 else 1) - ax.tick_params(axis='y', labelsize=12) - - for spine in ax.spines.values(): - spine.set_visible(True) - spine.set_linewidth(1.0) - spine.set_edgecolor("black") - - handles, labels = axs[0].get_legend_handles_labels() - fig.legend( - handles, labels, loc="upper center", bbox_to_anchor=(0.5, 0.97), ncol=num_methods, - edgecolor="black", facecolor="white", framealpha=1, shadow=False, fancybox=False, - handlelength=1.5, handletextpad=0.4, columnspacing=0.8, - prop={"weight": "bold", "size": 9} - ) - - # fig.text(0.5, 0.06, "(b) Latency", ha='center', va='center', fontweight='bold', fontsize=11) - - save_path = os.path.join(FIGURE_PATH, "plot2_latency.pdf") - # plt.tight_layout() # Adjusted call below - fig.tight_layout(rect=(0.0, 0.0, 1.0, 0.88)) # Adjusted to make space for fig.text and fig.legend - plt.savefig(save_path, bbox_inches='tight', pad_inches=0.03) - plt.close(fig) - print(f"Figure 2 (Latency) has been saved to: {save_path}") - -if __name__ == "__main__": - print("Start generating figures...") - if plt.rcParams["text.usetex"]: - print("Info: LaTeX rendering is enabled. Ensure LaTeX is installed and configured if issues arise, or set plt.rcParams['text.usetex'] to False.") - - create_plot1_em_f1() - create_plot2_latency() - print("All figures have been generated.") diff --git a/research/paper_plot/speed_ablation.py b/research/paper_plot/speed_ablation.py deleted file mode 100644 index 222cc6c..0000000 --- a/research/paper_plot/speed_ablation.py +++ /dev/null @@ -1,111 +0,0 @@ -#!/usr/bin/env python3 -# -*- coding:utf-8 -*- -# Motto: Were It to Benefit My Country, I Would Lay Down My Life! -# \file: /speed_ablation.py -# \brief: -# Author: raphael hao - -# %% -import numpy as np -import pandas as pd - -# %% -# from script.settings import DATA_PATH, FIGURE_PATH - -# Load the latency ablation data -latency_data = pd.read_csv("./paper_plot/data/latency_ablation.csv") -# Filter for SpeedUp metric only -speedup_data = latency_data[latency_data['Metric'] == 'SpeedUp'] - -# %% -from matplotlib import pyplot as plt - -plt.rcParams["font.family"] = "Helvetica" -plt.rcParams["ytick.direction"] = "in" -plt.rcParams["hatch.linewidth"] = 1.5 -plt.rcParams["font.weight"] = "bold" -plt.rcParams["axes.labelweight"] = "bold" -plt.rcParams["text.usetex"] = True - -# %% - -fig, ax = plt.subplots() -fig.set_size_inches(5, 1.5) -plt.subplots_adjust(wspace=0, hspace=0) - -total_width, n = 3, 3 -group = len(speedup_data['Dataset'].unique()) -width = total_width * 0.9 / n -x = np.arange(group) * n -exit_idx_x = x + (total_width - width) / n -edgecolors = ["dimgrey", "#63B8B6", "tomato", "silver", "slategray"] -hatches = ["/////", "xxxxx", "\\\\\\\\\\"] -labels = ["Base", "Base + Two-level", "Base + Two-level + Batch"] - -datasets = speedup_data['Dataset'].unique() - -for i, dataset in enumerate(datasets): - dataset_data = speedup_data[speedup_data['Dataset'] == dataset] - - for j in range(n): - if j == 0: - value = dataset_data['Original'].values[0] - elif j == 1: - value = dataset_data['original + two_level'].values[0] - else: - value = dataset_data['original + two_level + batch'].values[0] - - ax.text( - exit_idx_x[i] + j * width, - value + 0.05, - f"{value:.2f}", - ha='center', - va='bottom', - fontsize=10, - fontweight='bold', - rotation=0, - zorder=20, - ) - - ax.bar( - exit_idx_x[i] + j * width, - value, - width=width * 0.8, - color="white", - edgecolor=edgecolors[j], - hatch=hatches[j], - linewidth=1.5, - label=labels[j] if i == 0 else None, - zorder=10, - ) - - - -ax.set_ylim([0.5, 2.3]) -ax.set_yticks(np.arange(0.5, 2.2, 0.5)) -ax.set_yticklabels(np.arange(0.5, 2.2, 0.5), fontsize=12) -ax.set_xticks(exit_idx_x + width) -ax.set_xticklabels(datasets, fontsize=10) -# ax.set_xlabel("Different Datasets", fontsize=14) -ax.legend( - bbox_to_anchor=(-0.03, 1.4), - ncol=3, - loc="upper left", - labelspacing=0.1, - edgecolor="black", - facecolor="white", - framealpha=1, - shadow=False, - fancybox=False, - handlelength=0.8, - handletextpad=0.6, - columnspacing=0.8, - prop={"weight": "bold", "size": 10}, -).set_zorder(100) -ax.set_ylabel("Speedup", fontsize=11) - -plt.savefig("./paper_plot/figures/latency_speedup.pdf", bbox_inches="tight", dpi=300) - -# %% - -print(f"Save to ./paper_plot/figures/latency_speedup.pdf") \ No newline at end of file diff --git a/research/utils/.gitignore b/research/utils/.gitignore deleted file mode 100644 index 30690f4..0000000 --- a/research/utils/.gitignore +++ /dev/null @@ -1 +0,0 @@ -analyze_diskann_graph \ No newline at end of file diff --git a/research/utils/analyze_diskann_graph.cpp b/research/utils/analyze_diskann_graph.cpp deleted file mode 100644 index 459ee72..0000000 --- a/research/utils/analyze_diskann_graph.cpp +++ /dev/null @@ -1,227 +0,0 @@ -#include -#include -#include -#include -#include -#include -#include -#include - -static const size_t DISKANN_SECTOR_LEN = 4096; // Typical sector size - -// ! Use float as CoordT -using CoordT = float; - -int main(int argc, char **argv) { - if (argc < 3) { - std::cerr << "Usage: " << argv[0] - << " " << std::endl; - return -1; - } - - std::string disk_index_path = argv[1]; - std::string output_degree_path = argv[2]; - std::ifstream in(disk_index_path, std::ios::binary); - if (!in.is_open()) { - std::cerr << "Failed to open file: " << disk_index_path << std::endl; - return -1; - } - - // =========== 1) Read meta information (corresponds to - // save_bin(...,...,...,1,0)) ============== Read bin header: - // (npts_i32, dim_i32) - int32_t meta_count_i32 = 0, meta_dim_i32 = 0; - in.read(reinterpret_cast(&meta_count_i32), sizeof(int32_t)); - in.read(reinterpret_cast(&meta_dim_i32), sizeof(int32_t)); - size_t meta_count = static_cast(meta_count_i32); - size_t meta_dim = static_cast(meta_dim_i32); - - // According to the diskann::save_bin writing method, here meta_dim is usually - // 1 - std::cout << "[LOG] meta_count=" << meta_count << ", meta_dim=" << meta_dim - << std::endl; - if (meta_dim != 1) { - std::cerr << "[ERROR] meta_dim != 1,不符合 create_disk_layout 的写盘约定。" - << std::endl; - return -1; - } - - // Read meta array - std::vector meta(meta_count); - in.read(reinterpret_cast(meta.data()), meta_count * sizeof(uint64_t)); - if (!in.good()) { - std::cerr << "[ERROR] Failed to read meta array, file is incomplete." - << std::endl; - return -1; - } - - // meta[0..] Metadata - // 0: npts_64, 1: ndims_64, 2: medoid, 3: max_node_len, 4: nnodes_per_sector, - // 5: vamana_frozen_num, 6: vamana_frozen_loc, 7: append_reorder_data, ... - const uint64_t npts_64 = meta[0]; - const uint64_t ndims_64 = meta[1]; - const uint64_t medoid = meta[2]; - const uint64_t max_node_len = meta[3]; - const uint64_t nnodes_per_sector = meta[4]; - const uint64_t vamana_frozen_num = meta[5]; - const uint64_t vamana_frozen_loc = meta[6]; - const uint64_t append_reorder_data = meta[7]; - - std::cout << "[LOG] npts_64=" << npts_64 << " ndims_64=" << ndims_64 - << " max_node_len=" << max_node_len - << " nnodes_per_sector=" << nnodes_per_sector << std::endl; - // If append_reorder_data==1, it means that reorder_data is appended at the - // end of the index, but it does not affect the degree statistics, we can - // ignore that part of the vector. - - // =========== 2) Skip the first sector (all empty/placeholder information) - // ============== - in.seekg(DISKANN_SECTOR_LEN, std::ios::beg); - if (!in.good()) { - std::cerr << "[ERROR] Failed to seek to the first sector." << std::endl; - return -1; - } - - // =========== 3) Calculate the total number of sectors ============== - // In create_disk_layout: - // If nnodes_per_sector > 0, then n_sectors = ceil(npts_64 / - // nnodes_per_sector) Otherwise nsectors_per_node = ceil(max_node_len / - // 4096), n_sectors = nsectors_per_node * npts_64 - uint64_t n_sectors = 0; - if (nnodes_per_sector > 0) { - // Equivalent to Roundup(npts_64, nnodes_per_sector) / nnodes_per_sector - n_sectors = (npts_64 + nnodes_per_sector - 1) / nnodes_per_sector; - } else { - // multi-sector per node - uint64_t nsectors_per_node = - (max_node_len + DISKANN_SECTOR_LEN - 1) / DISKANN_SECTOR_LEN; - n_sectors = nsectors_per_node * npts_64; - } - std::cout << "[LOG] estimated #sectors storing adjacency = " << n_sectors - << std::endl; - - // =========== 4) Read the degree of all nodes in order ============== - // The memory layout of adjacency_count in each node: offset = ndims_64 * - // sizeof(CoordT) This is followed by 4 bytes for the number of neighbors - // uint32_t If you want to read the complete neighbor list, it is - // adjacency_count * sizeof(uint32_t) But we only count the count - std::vector degrees(npts_64, 0); // Store the degree of each node - size_t node_id = 0; // Current node number - // Buffer for reading one sector at a time - std::vector sector_buf(DISKANN_SECTOR_LEN, 0); - // If nnodes_per_sector>0, it means that one sector holds multiple nodes - // Otherwise, one node occupies nsectors_per_node sectors - if (nnodes_per_sector > 0) { - // Read one sector at a time - for (uint64_t s = 0; s < n_sectors; s++) { - in.read((char *)sector_buf.data(), DISKANN_SECTOR_LEN); - if (!in.good()) { - if (node_id < npts_64) { - std::cerr << "[ERROR] Failed to read sector " << s - << ", nodes not finished, file error or incomplete." - << std::endl; - return -1; - } - break; // If all nodes are read, you can exit - } - // Parse each node in sector_buf - for (uint64_t i = 0; i < nnodes_per_sector; i++) { - if (node_id >= npts_64) - break; // All node degrees have been obtained - // The starting offset of the node in sector_buf - size_t node_offset = i * max_node_len; - // offset first skips ndims_64 * sizeof(CoordT) - size_t degree_offset = node_offset + ndims_64 * sizeof(CoordT); - // Ensure not out of bounds - if (degree_offset + sizeof(uint32_t) > sector_buf.size()) { - std::cerr << "[ERROR] 不应该发生: 读取degree越过了扇区边界." - << std::endl; - return -1; - } - uint32_t deg = 0; - memcpy(°, sector_buf.data() + degree_offset, sizeof(uint32_t)); - degrees[node_id] = deg; - node_id++; - } - } - } else { - // Each node occupies nsectors_per_node sectors - uint64_t nsectors_per_node = - (max_node_len + DISKANN_SECTOR_LEN - 1) / DISKANN_SECTOR_LEN; - // Read each node - for (uint64_t n = 0; n < npts_64; n++) { - // Read multiple sectors into a multi-sector buffer - std::vector node_buf(nsectors_per_node * DISKANN_SECTOR_LEN, 0); - in.read((char *)node_buf.data(), node_buf.size()); - if (!in.good()) { - std::cerr << "[ERROR] Failed to read sector corresponding to node " << n - << ", file error or incomplete." << std::endl; - return -1; - } - // Parse the degree in node_buf - size_t degree_offset = ndims_64 * sizeof(CoordT); - if (degree_offset + sizeof(uint32_t) > node_buf.size()) { - std::cerr << "[ERROR] Should not happen: reading degree beyond node " - "region." - << std::endl; - return -1; - } - uint32_t deg = 0; - memcpy(°, node_buf.data() + degree_offset, sizeof(uint32_t)); - degrees[n] = deg; - } - } - - // We assert here: node_id should equal npts_64 (in multi-node mode) - if (nnodes_per_sector > 0) { - if (node_id != npts_64) { - std::cerr << "[ERROR] Actually read " << node_id - << " nodes, but meta npts_64=" << npts_64 - << ", file may be incorrect or parsing method is wrong." - << std::endl; - return -1; - } - } - - // =========== 5) Calculate min / max / average degree ============== - uint64_t sum_deg = 0; - uint32_t min_deg = std::numeric_limits::max(); - uint32_t max_deg = 0; - - for (uint64_t n = 0; n < npts_64; n++) { - uint32_t d = degrees[n]; - sum_deg += d; - if (d < min_deg) - min_deg = d; - if (d > max_deg) - max_deg = d; - } - double avg_deg = (npts_64 == 0) ? 0.0 : double(sum_deg) / double(npts_64); - - // =========== 6) Output results ============== - std::cout << "DiskANN index file: " << disk_index_path << std::endl; - std::cout << "Total points: " << npts_64 << std::endl; - std::cout << "Min degree : " << min_deg << std::endl; - std::cout << "Max degree : " << max_deg << std::endl; - std::cout << "Avg degree : " << avg_deg << std::endl; - - // =========== 7) Write degrees to output file ============== - std::ofstream out_deg(output_degree_path); - if (!out_deg.is_open()) { - std::cerr << "[ERROR] Failed to open output file: " << output_degree_path - << std::endl; - // Don't necessarily exit, maybe just warn? Depends on desired behavior. - // For now, we continue closing the input file. - } else { - std::cout << "[LOG] Writing degrees to " << output_degree_path << "..." - << std::endl; - for (uint64_t n = 0; n < npts_64; n++) { - out_deg << degrees[n] << std::endl; - } - out_deg.close(); - std::cout << "[LOG] Finished writing degrees." << std::endl; - } - - in.close(); - return 0; -} diff --git a/research/utils/analyze_top3_positions.py b/research/utils/analyze_top3_positions.py deleted file mode 100644 index e62c7bd..0000000 --- a/research/utils/analyze_top3_positions.py +++ /dev/null @@ -1,187 +0,0 @@ -import pandas as pd -import matplotlib.pyplot as plt -import seaborn as sns -import numpy as np -import os -import re - -# 设置风格 -plt.style.use('ggplot') -sns.set(font_scale=1.2) - -# 读取数据 - 修改为自定义读取逻辑 -log_file = './top3_positions_log.txt' - -# 手动解析文件 -data = [] -header = None -with open(log_file, 'r') as f: - lines = f.readlines() - header = lines[0].strip().split(',') - - # 检查是否存在ThreadID列 - has_thread_id = 'ThreadID' in header - - for line in lines[1:]: - # 跳过非数据行,如"Search X results:" - if 'results:' in line or not ',' in line: - continue - - # 分割并解析数据行 - parts = line.strip().split(',') - - # 检查数据是否符合格式 - if len(parts) >= 7: # 至少需要7个字段 - # 对于旧格式(无ThreadID)的数据 - if not has_thread_id and len(parts) == 7: - data.append([parts[0], 0, parts[1], parts[2], parts[3], parts[4], parts[5], parts[6]]) - # 对于新格式(有ThreadID)的数据 - elif has_thread_id and len(parts) == 8: - data.append(parts) - # 处理不一致的格式 - elif not has_thread_id and len(parts) == 8: - # 假设第二列是ThreadID - data.append(parts) - if not has_thread_id: - has_thread_id = True - header.insert(1, 'ThreadID') - -# 确保header正确 -if not has_thread_id: - header.insert(1, 'ThreadID') - -# 创建DataFrame并确保列名正确 -if len(header) == 8: # 确保有8列 - df = pd.DataFrame(data, columns=header) -else: - # 如果header不正确,则使用默认列名 - default_header = ['Search#', 'ThreadID', 'FullSetSize', 'Rank', 'ID', 'PQ_Rank', 'PQ_Distance', 'Exact_Distance'] - df = pd.DataFrame(data, columns=default_header) - -# 转换数值列 -df['Search#'] = pd.to_numeric(df['Search#'], errors='coerce').fillna(0).astype(int) -df['ThreadID'] = pd.to_numeric(df['ThreadID'], errors='coerce').fillna(0).astype(int) -df['FullSetSize'] = pd.to_numeric(df['FullSetSize'], errors='coerce').fillna(0).astype(int) -df['Rank'] = pd.to_numeric(df['Rank'], errors='coerce').fillna(0).astype(int) -df['ID'] = pd.to_numeric(df['ID'], errors='coerce').fillna(0).astype(int) -df['PQ_Rank'] = pd.to_numeric(df['PQ_Rank'], errors='coerce').fillna(0).astype(int) -df['PQ_Distance'] = pd.to_numeric(df['PQ_Distance'], errors='coerce').fillna(0).astype(float) -df['Exact_Distance'] = pd.to_numeric(df['Exact_Distance'], errors='coerce').fillna(0).astype(float) - -print(f"读取了 {len(df)} 行数据") -print(f"搜索次数: {df['Search#'].nunique()}") -print(f"线程数: {df['ThreadID'].nunique()}") - -# 提取前3名的结果 -top3_df = df[df['Rank'] <= 3].copy() - -# 分析PQ Rank的分布 -pq_positions = [] -for rank in [1, 2, 3]: - rank_df = top3_df[top3_df['Rank'] == rank] - pq_positions.append(rank_df['PQ_Rank'].values) - -# 创建结果目录 -result_dir = './analysis_results' -os.makedirs(result_dir, exist_ok=True) - -# 1. 箱型图:展示top-3结果在PQ排序中的位置分布 -plt.figure(figsize=(10, 6)) -box_data = [top3_df[top3_df['Rank'] == i]['PQ_Rank'].values for i in [1, 2, 3]] -sns.boxplot(data=box_data) -plt.xticks([0, 1, 2], ['Top 1', 'Top 2', 'Top 3']) -plt.ylabel('PQ Rank Position') -plt.title('Distribution of PQ Ranks for Top-3 Exact Results') -plt.savefig(os.path.join(result_dir, 'pq_rank_boxplot.png'), dpi=300) - -# 2. 直方图:每个排名在PQ结果中的位置分布 -fig, axs = plt.subplots(1, 3, figsize=(18, 6)) -for i, rank in enumerate([1, 2, 3]): - rank_df = top3_df[top3_df['Rank'] == rank] - sns.histplot(x=rank_df['PQ_Rank'].values, bins=20, ax=axs[i]) - axs[i].set_title(f'Exact Rank {rank}') - axs[i].set_xlabel('PQ Rank') - axs[i].set_ylabel('Frequency') -plt.tight_layout() -plt.savefig(os.path.join(result_dir, 'pq_rank_histogram.png'), dpi=300) - -# 3. 热力图:PQ排名与精确排名的关系 -plt.figure(figsize=(10, 8)) -# 只关注Top 20的排名 -bins = list(range(0, 22)) -pq_rank_bins = pd.cut(top3_df['PQ_Rank'], bins=bins) -heatmap_data = pd.crosstab(pq_rank_bins, top3_df['Rank']) -sns.heatmap(heatmap_data, cmap='YlGnBu', annot=True, fmt='d') -plt.title('Heatmap of Exact Rank vs PQ Rank (Top 20)') -plt.xlabel('Exact Rank') -plt.ylabel('PQ Rank Range') -plt.savefig(os.path.join(result_dir, 'rank_heatmap.png'), dpi=300) - -# 4. 散点图:比较PQ距离和精确距离的关系 -plt.figure(figsize=(10, 8)) -sns.scatterplot(x=top3_df['Exact_Distance'], y=top3_df['PQ_Distance'], hue=top3_df['Rank'], palette='viridis') -plt.title('PQ Distance vs Exact Distance') -plt.xlabel('Exact Distance') -plt.ylabel('PQ Distance') -plt.legend(title='Exact Rank') -# 添加对角线表示完美匹配 -min_val = min(top3_df['Exact_Distance'].min(), top3_df['PQ_Distance'].min()) -max_val = max(top3_df['Exact_Distance'].max(), top3_df['PQ_Distance'].max()) -plt.plot([min_val, max_val], [min_val, max_val], 'r--', alpha=0.5) -plt.savefig(os.path.join(result_dir, 'distance_scatter.png'), dpi=300) - -# 5. 折线图:PQ Rank随结果集大小的变化 -plt.figure(figsize=(12, 6)) -size_grouped = top3_df.groupby(['FullSetSize', 'Rank'])['PQ_Rank'].mean().reset_index() -for rank in [1, 2, 3]: - rank_data = size_grouped[size_grouped['Rank'] == rank] - plt.plot(rank_data['FullSetSize'], rank_data['PQ_Rank'], marker='o', label=f'Rank {rank}') -plt.xlabel('Result Set Size') -plt.ylabel('Average PQ Rank') -plt.title('Average PQ Rank by Result Set Size') -plt.legend() -plt.grid(True) -plt.savefig(os.path.join(result_dir, 'pq_rank_by_size.png'), dpi=300) - -# 6. 百分比热力图:在PQ排名前K的概率 -top_k_values = [1, 5, 10, 20, 50, 100, 200, 300, 500, 700, 800, 900] -top_k_probs = [] - -for rank in [1, 2, 3]: - rank_df = top3_df[top3_df['Rank'] == rank] - probs = [] - for k in top_k_values: - prob = (rank_df['PQ_Rank'] <= k).mean() * 100 - probs.append(prob) - top_k_probs.append(probs) - -plt.figure(figsize=(10, 6)) -sns.heatmap(top_k_probs, annot=True, fmt='.1f', cmap='YlGnBu', - xticklabels=[f'Top-{k}' for k in top_k_values], - yticklabels=['Rank 1', 'Rank 2', 'Rank 3']) -plt.title('Probability (%) of Finding Exact Top-K Results in PQ Top-K') -plt.xlabel('PQ Top-K') -plt.ylabel('Exact Rank') -plt.savefig(os.path.join(result_dir, 'topk_probability.png'), dpi=300) - -# 7. 生成统计摘要报告 -with open(os.path.join(result_dir, 'summary_report.txt'), 'w') as f: - f.write(f"数据分析摘要\n") - f.write(f"=================\n") - f.write(f"总搜索次数: {df['Search#'].nunique()}\n") - f.write(f"使用线程数: {df['ThreadID'].nunique()}\n\n") - - f.write("精确排名前3的结果在PQ排序中的平均位置:\n") - for rank in [1, 2, 3]: - avg_pq_rank = top3_df[top3_df['Rank'] == rank]['PQ_Rank'].mean() - median_pq_rank = top3_df[top3_df['Rank'] == rank]['PQ_Rank'].median() - f.write(f" 排名 {rank}: 平均位置 = {avg_pq_rank:.2f}, 中位数位置 = {median_pq_rank:.1f}\n") - - f.write("\n各排名结果在PQ排序前K的命中率:\n") - for rank in [1, 2, 3]: - f.write(f" 排名 {rank}:\n") - for k in top_k_values: - hit_rate = (top3_df[top3_df['Rank'] == rank]['PQ_Rank'] <= k).mean() * 100 - f.write(f" 在PQ前 {k} 中的命中率: {hit_rate:.2f}%\n") - -print(f"分析完成! 结果已保存到 {result_dir} 目录") \ No newline at end of file diff --git a/research/utils/debug_embedd.py b/research/utils/debug_embedd.py deleted file mode 100644 index c4238b7..0000000 --- a/research/utils/debug_embedd.py +++ /dev/null @@ -1,137 +0,0 @@ -import os -import torch -import numpy as np -import argparse -from tqdm import tqdm -import json -from contriever.src.contriever import load_retriever - -os.environ["KMP_DUPLICATE_LIB_OK"] = "TRUE" -os.environ["OMP_NUM_THREADS"] = "1" -os.environ["KMP_BLOCKTIME"] = "0" - -torch.set_num_threads(1) -device = torch.device("cuda" if torch.cuda.is_available() else "cpu") - -def embed_queries(queries, model, tokenizer, model_name_or_path, per_gpu_batch_size=64): - """Embed queries using the model with batching""" - model = model.half() - model.eval() - embeddings = [] - batch_question = [] - - with torch.no_grad(): - for k, query in tqdm(enumerate(queries), desc="Encoding queries"): - batch_question.append(query) - - # Process when batch is full or at the end - if len(batch_question) == per_gpu_batch_size or k == len(queries) - 1: - encoded_batch = tokenizer.batch_encode_plus( - batch_question, - return_tensors="pt", - max_length=512, - padding=True, - truncation=True, - ) - - encoded_batch = {k: v.to(device) for k, v in encoded_batch.items()} - output = model(**encoded_batch) - - # Contriever typically uses output.last_hidden_state pooling or something specialized - # if "contriever" not in model_name_or_path: - # output = output.last_hidden_state[:, 0, :] - - embeddings.append(output.cpu()) - batch_question = [] # Reset batch - - embeddings = torch.cat(embeddings, dim=0).numpy() - print(f"Query embeddings shape: {embeddings.shape}") - return embeddings - -def main(): - parser = argparse.ArgumentParser(description="Debug embedding tool") - parser.add_argument("--model", type=str, default="Alibaba-NLP/gte-Qwen2-1.5B-instruct", - help="Model name for embedding (default: facebook/contriever-msmarco)") - parser.add_argument("--batch-size", type=int, default=32, - help="Batch size for encoding (default: 32)") - parser.add_argument("--input-file", type=str, - help="Input file with queries (JSON lines format with 'query' field)") - parser.add_argument("--output-file", type=str, default="embeddings.npy", - help="Output file to save embeddings (default: embeddings.npy)") - parser.add_argument("--text", type=str, nargs="+", - help="Direct text input to embed (can provide multiple)") - parser.add_argument("--save-text", action="store_true", - help="Save the input text alongside embeddings") - - args = parser.parse_args() - - # Load model - print(f"Loading query encoder: {args.model}") - query_encoder, query_tokenizer, _ = load_retriever(args.model) - query_encoder = query_encoder.to(device) - query_encoder.eval() - - # Get queries - queries = [] - - # From file if provided - if args.input_file: - print(f"Loading queries from: {args.input_file}") - with open(args.input_file, "r") as f: - for line in f: - data = json.loads(line) - queries.append(data["query"]) - - # From command line if provided - if args.text: - print(f"Using {len(args.text)} queries from command line") - queries.extend(args.text) - - # If no queries, use some examples - if not queries: - print("No queries provided, using example queries") - queries = [ - "Were there any variances detected for hour 6 on 3/9/01?" - ] - - print(f"Embedding {len(queries)} queries") - for i, q in enumerate(queries[:5]): # Print first 5 queries - print(f"Query {i+1}: {q}") - if len(queries) > 5: - print(f"... and {len(queries)-5} more") - - # Encode queries - embeddings = embed_queries( - queries, query_encoder, query_tokenizer, args.model, per_gpu_batch_size=args.batch_size - ) - - - passages = [ - "Start Date: 3/9/01; HourAhead hour: 6; No ancillary schedules awarded. Variances detected. Variances detected in Generation schedule. Variances detected in Energy Import/Export schedule. LOG MESSAGES: PARSING FILE -->> O:\\Portland\\WestDesk\\California Scheduling\\ISO Final Schedules\\2001030906.txt ---- Generation Schedule ---- $$$ Variance found in table tblGEN_SCHEDULE. Details: (Hour: 6 / Preferred: 20.00 / Final: 19.80) TRANS_TYPE: FINAL SC_ID: TOSCO MKT_TYPE: 2 TRANS_DATE: 3/9/01 UNIT_ID: UNCHEM_1_UNIT $$$ Variance found in table tblGEN_SCHEDULE. Details: (Hour: 6 / Preferred: 29.00 / Final: 28.20) TRANS_TYPE: FINAL SC_ID: ARCO MKT_TYPE: 2 TRANS_DATE: 3/9/01 UNIT_ID: CARBGN_6_UNIT 1 $$$ Variance found in table tblGEN_SCHEDULE. Details: (Hour: 6 / Preferred: 45.00 / Final: 43.80) TRANS_TYPE: FINAL SC_ID: DELANO MKT_TYPE: 2 TRANS_DATE: 3/9/01 UNIT_ID: PANDOL_6_UNIT $$$ Variance found in table tblGEN_SCHEDULE. Details: (Hour: 6 / Preferred: 13.00 / Final: 12.60) TRANS_TYPE: FINAL SC_ID: Wheelabrat MKT_TYPE: 2 TRANS_DATE: 3/9/01 UNIT_ID: MARTEL_2_AMFOR ---- Energy Import/Export Schedule ---- $$$ Variance found in table tblINTCHG_IMPEXP. Details: (Hour: 6 / Preferred: 62.00 / Final: 60.40) TRANS_TYPE: FINAL SC_ID: ECTstCA MKT_TYPE: 2 TRANS_DATE: 3/9/01 TIE_POINT: PVERDE_5_DEVERS INTERCHG_ID: EPMI_CISO_5001 ENGY_TYPE: FIRM $$$ Variance found in table tblINTCHG_IMPEXP. Details: (Hour: 6 / Preferred: 63.00 / Final: 61.23) TRANS_TYPE: FINAL SC_ID: ECTstSW MKT_TYPE: 2 TRANS_DATE: 3/9/01 TIE_POINT: PVERDE_5_DEVERS INTERCHG_ID: EPMI_CISO_5000 ENGY_TYPE: FIRM $$$ Variance found in table tblINTCHG_IMPEXP. Details: (Hour: 6 / Preferred: 17.00 / Final: 11.00) TRANS_TYPE: FINAL SC_ID: ECTRT MKT_TYPE: 2 TRANS_DATE: 3/9/01 TIE_POINT: SYLMAR_2_NOB INTERCHG_ID: EPMI_CISO_LUCKY ENGY_TYPE: NFRM", - "Start Date: 3/30/01; HourAhead hour: 15; No ancillary schedules awarded. Variances detected. Variances detected in Generation schedule. LOG MESSAGES: PARSING FILE -->> O:\\Portland\\WestDesk\\California Scheduling\\ISO Final Schedules\\2001033015.txt ---- Generation Schedule ---- $$$ Variance found in table tblGEN_SCHEDULE. Details: (Hour: 15 / Preferred: 0.00 / Final: 0.00) TRANS_TYPE: FINAL SC_ID: ARCO MKT_TYPE: 2 TRANS_DATE: 3/30/01 UNIT_ID: CARBGN_6_UNIT 1 $$$ Variance found in table tblGEN_SCHEDULE. Details: (Hour: 15 / Preferred: 45.00 / Final: 44.00) TRANS_TYPE: FINAL SC_ID: DELANO MKT_TYPE: 2 TRANS_DATE: 3/30/01 UNIT_ID: PANDOL_6_UNIT" - ] - - # Embed passages - passage_embeddings = embed_queries(passages, query_encoder, query_tokenizer, args.model, per_gpu_batch_size=args.batch_size) - - - # distance with passages 0 and query - distance_0 = np.linalg.norm(embeddings[0] - passage_embeddings[0]) - print(f"Distance between query 0 and passage 0: {distance_0}") - - # distance with passages 1 and query - distance_1 = np.linalg.norm(embeddings[0] - passage_embeddings[1]) - print(f"Distance between query 0 and passage 1: {distance_1}") - - # print which one is closer - if distance_0 < distance_1: - print("Query 0 is closer to passage 0") - else: - print("Query 0 is closer to passage 1") - - - - print("Done!") - -if __name__ == "__main__": - main() diff --git a/research/utils/dedup_eval_data.py b/research/utils/dedup_eval_data.py deleted file mode 100755 index de45cd4..0000000 --- a/research/utils/dedup_eval_data.py +++ /dev/null @@ -1,33 +0,0 @@ -import json -import os - - -input_file = "/gscratch/zlab/rulins/data/lm-eval-data/raw_mmlu.jsonl" -output_file = "/gscratch/zlab/rulins/data/lm-eval-data/mmlu.jsonl" - - -raw_data = [] - -with open(input_file, "r") as fin: - for line in fin: - raw_data.append(json.loads(line)) - - -def deduplicate_dicts(dict_list): - unique_dicts = set() - unique_items = [] - for item in dict_list: - # Make a hashable version of the dictionary by sorting it - hashable_item = tuple(sorted(item.items())) - if hashable_item not in unique_dicts: - unique_dicts.add(hashable_item) - unique_items.append(item) - return unique_items - - -unique_data = deduplicate_dicts(raw_data) -print(len(unique_data)) - -with open(output_file, "w") as fout: - for ex in unique_data: - fout.write(json.dumps(ex) + "\n") diff --git a/research/utils/deduplication.py b/research/utils/deduplication.py deleted file mode 100755 index 5b5a3c0..0000000 --- a/research/utils/deduplication.py +++ /dev/null @@ -1,167 +0,0 @@ -import time -import multiprocessing -from datasketch import MinHash, MinHashLSH - - -def shingle_document(text, shingle_size=13): - """Generate word-based shingles from a document.""" - # Split the text into words - words = text.split() - # Generate shingles that are sequences of 'shingle_size' consecutive words - shingles = set( - " ".join(words[i : i + shingle_size]) - for i in range(len(words) - shingle_size + 1) - ) - return shingles - - -m = MinHash(num_perm=128) -perm = m.permutations - - -def create_minhash(shingles, num_perm=128): - """Create a MinHash object from the set of shingles.""" - m = MinHash(permutations=perm) - m.update_batch(map(lambda x: x.encode("utf-8"), shingles)) - # for shingle in shingles: - # m.update(shingle.encode('utf-8')) - return m - - -def abstein_string_for_decon(string): - # Abstein the reading comprehension subject in MMLU where a paragraph from Wikipedia is given in the question - return "refers to the following information" in string - - -def remove_duplicates_with_minhash( - documents, string_for_decontamination=None, threshold=0.8, num_perm=128 -): - # Apply 13-gram Jaccard similarity deduplication and removes ones with similarity > 80% compared to former docs. - # Remove chunks shorter than 13 words. - - # Create an LSH index - lsh = MinHashLSH(threshold=threshold, num_perm=num_perm) - - # Dictionary to store the MinHash of each document - minhashes = {} - - # Hash string for decontamination first so contaminated samples will be removed - decon_offset = 0 - if string_for_decontamination is not None and not abstein_string_for_decon( - string_for_decontamination - ): - shingles = shingle_document(string_for_decontamination) - m_decon = create_minhash(shingles, num_perm) - lsh.insert(f"doc_{decon_offset}", m_decon) - minhashes[decon_offset] = m_decon - decon_offset = 1 - - # Populate the LSH index - short_chunk_indices = [] - for idx, ctx in enumerate(documents, start=decon_offset): - doc = ctx["retrieval text"] - shingles = shingle_document(doc) - if not shingles: - short_chunk_indices.append(idx - decon_offset) - m = create_minhash(shingles, num_perm) - lsh.insert(f"doc_{idx}", m) - minhashes[idx] = m - - # List to keep track of non-duplicate document indices - non_duplicate_indices = [] - - # Check each document against the LSH index - for idx, m in minhashes.items(): - if idx < decon_offset: - continue - - # Query the LSH for near-duplicate candidates - result = lsh.query(m) - - # print(result) - # print([minhashes[int(doc_id.split("_")[1])].jaccard(m) for doc_id in result]) - - # If the document is the only one in its bucket or it appears first in the list - if all( - minhashes[int(doc_id.split("_")[1])].jaccard(m) <= threshold - or int(doc_id.split("_")[1]) >= idx - for doc_id in result - ): - non_duplicate_indices.append(idx - decon_offset) - - # Return non-duplicate documents - deduplicated_documents = [ - documents[i] for i in non_duplicate_indices if i not in short_chunk_indices - ] - [doc.update({"quality score": 1}) for doc in deduplicated_documents] - removed_documents = [doc for doc in documents if doc not in deduplicated_documents] - [doc.update({"quality score": 0}) for doc in removed_documents] - - print(f"Non-deduplication ctxs num: {len(deduplicated_documents)}") - # for c in deduplicated_documents: - # try: - # print(c['retrieval text'][:10]) - # except: - # print(c) - # if len(deduplicated_documents[0]['retrieval text'].split(' ')) < 13: - # import pdb; pdb.set_trace() - return deduplicated_documents # + removed_documents - - -def process_item(data_item): - time.sleep(0.0001) - id_, ex = data_item - ex["ctxs"] = remove_duplicates_with_minhash( - ex["ctxs"], string_for_decontamination=ex["raw_query"] - ) - return id_, ex - - -def multiprocess_deduplication(data): - items_to_process = list(enumerate(data)) - pool = multiprocessing.Pool(processes=32) - for result in pool.imap(process_item, items_to_process): - id_, updated_ex = result - data[id_] = updated_ex - return data - - -if __name__ == "__main__": - # Example usage: - question = ( - "Answer these questions:\n\nQ: when did the eagles win last super bowl?\nA:" - ) - docs = [ - "Eagles won the Super Bowl.", - "Machine learning provides the ability to automatically learn and improve from experience without being explicitly programmed." - * 20, - "Machine learning provides the ability to automatically learn and improve from experience without being explicitly programmed." - * 20 - + ".", - "An entirely different document looks nothing like the others and should not be considered a duplicate." - * 20, - "Short sentence." * 1, - "As someone who lived in Philly for about five years, I agree about the city\u2019s greatness \u2014 which makes the juxtaposition between its friendly day-to-day interactions and sometimes psychotic sports fandom even more jarring. The Eagles did win three NFL championships before the Super Bowl existed, most recently in 1960. But any fan who was following the team back then is now at least into their mid-60s, if not much older. It is, to say the least, a distant memory from another era. Granted, the Sixers went on their infamous tanking expedition during this span.", - ] * 1 - import time - - num_ex = 1 - - start = time.time() - data1 = [] - for _ in range(num_ex): - cleaned_ex = remove_duplicates_with_minhash( - [{"retrieval text": doc} for doc in docs], question - ) - data1.append(cleaned_ex) - time1 = time.time() - start - - # ori_data = [{'raw_query': docs[0], 'ctxs': [{'retrieval text': doc} for doc in docs]}] * num_ex - # start = time.time() - # data2 = multiprocess_deduplication(ori_data) - # time2 = time.time()-start - - # assert data2[0]['ctxs'] == data1[0] - - # print(time1) - # print(time2) diff --git a/research/utils/demo_reader.cpp b/research/utils/demo_reader.cpp deleted file mode 100644 index e149d64..0000000 --- a/research/utils/demo_reader.cpp +++ /dev/null @@ -1,387 +0,0 @@ -/* -Run with -g++ ./demo_reader.cpp -o ./demo_reader && ./demo_reader --stats \ -/powerrag/scaling_out/indices/rpj_wiki/facebook/contriever-msmarco/diskann/_partition.bin -\ -/powerrag/scaling_out/indices/rpj_wiki/facebook/contriever-msmarco/diskann/_disk_graph.index -*/ - -#include -#include -#include -#include -#include -#include -#include -#include // Include for std::numeric_limits -#include // Include for std::string comparison -#include - -#define READ_U64(f, val) \ - f.read(reinterpret_cast(&val), sizeof(uint64_t)) -#define READ_U32(f, val) \ - f.read(reinterpret_cast(&val), sizeof(uint32_t)) -#define SECTOR_SIZE 4096 - -// Helper: Get file size -static size_t get_file_size(const std::string &fname) { - std::ifstream ifs(fname, std::ios::binary | std::ios::ate); - if (ifs.fail() || !ifs.is_open()) { - return 0; - } - return static_cast(ifs.tellg()); -} - -// Print first few hex of sector for debug -static void print_hex(const char *buf, size_t len, size_t max_len = 64) { - size_t show_len = (len < max_len) ? len : max_len; - for (size_t i = 0; i < show_len; i++) { - unsigned char c = (unsigned char)buf[i]; - std::cout << std::hex << std::setw(2) << std::setfill('0') << (unsigned)c - << " "; - if ((i + 1) % 16 == 0) - std::cout << "\n "; - } - std::cout << std::dec << "\n"; -} - -/* - Corrected demo_reader: - 1) Read from partition.bin: - - C, partition_nums, nd - - graph_partitions[i]: all nodeIDs in partition i - - id2partition[nodeID]: nodeID => partition i - 2) Read from _disk_graph.index: - a) sector0 first has 2 ints: meta_n, meta_dim - b) then meta_n uint64_t - e.g.: [0]=nd, [1]=dim, [2]=??, [3]=max_node_len, [4]=C, [5]..??, - [8]=file_size... specific positions need to be combined with relayout writing c) graph_node_len = - max_node_len - dim_in_meta*sizeof(float) 3) User given target_node_id => - partition_id= id2partition[node_id] - find node index j in graph_partitions[partition_id] - offset = (partition_id+1)*4096 => sector - adjacency_offset= j*graph_node_len => neighbor_count => neighbors -*/ -int main(int argc, char **argv) { - bool calculate_stats = false; - // int arg_offset = 0; // Offset for positional arguments - std::string partition_bin; - std::string graph_index; - uint64_t target_node_id = 0; // Initialize - - if (argc != 4) { - std::cerr << "Usage:\n" - << " " << argv[0] - << " (Reads " - "adjacency for a node)\n" - << " " << argv[0] - << " --stats " - "(Calculates degree statistics)\n"; - return 1; - } - - // Check if the first argument is the stats flag - if (std::string(argv[1]) == "--stats") { - calculate_stats = true; - partition_bin = argv[2]; - graph_index = argv[3]; - std::cout << "Mode: Calculating Degree Statistics\n"; - } else { - // Assume default mode (single node lookup) - calculate_stats = false; - partition_bin = argv[1]; - graph_index = argv[2]; - try { // Add error handling for stoull - target_node_id = std::stoull(argv[3]); - } catch (const std::invalid_argument &ia) { - std::cerr << "Error: Invalid target_node_id: " << argv[3] << std::endl; - return 1; - } catch (const std::out_of_range &oor) { - std::cerr << "Error: target_node_id out of range: " << argv[3] - << std::endl; - return 1; - } - std::cout << "Mode: Single Node Lookup for Node ID " << target_node_id - << "\n"; - } - - // 1) Read partition.bin - std::ifstream pf(partition_bin, std::ios::binary); - if (!pf.is_open()) { - std::cerr << "Cannot open partition.bin: " << partition_bin << std::endl; - return 1; - } - uint64_t C, partition_nums, nd; - READ_U64(pf, C); - READ_U64(pf, partition_nums); - READ_U64(pf, nd); - std::cout << "[partition.bin header] C=" << C - << ", partition_nums=" << partition_nums << ", nd=" << nd - << std::endl; - - // Read partition node lists - std::vector > graph_partitions(partition_nums); - for (uint64_t i = 0; i < partition_nums; i++) { - uint32_t psize; - READ_U32(pf, psize); - graph_partitions[i].resize(psize); - pf.read(reinterpret_cast(graph_partitions[i].data()), - psize * sizeof(uint32_t)); - } - // Read _id2partition[node], size= nd - std::vector id2partition(nd); - pf.read(reinterpret_cast(id2partition.data()), nd * sizeof(uint32_t)); - pf.close(); - std::cout << "Done loading partition info.\n"; - - if (target_node_id >= nd) { - std::cerr << "target_node_id=" << target_node_id - << " out of range nd=" << nd << std::endl; - return 1; - } - - // 2) Parse _disk_graph.index - std::ifstream gf(graph_index, std::ios::binary); - if (!gf.is_open()) { - std::cerr << "Cannot open disk_graph.index: " << graph_index << std::endl; - return 1; - } - // (a) sector0 => first read 2 ints - int meta_n, meta_dim; - gf.read((char *)&meta_n, sizeof(int)); - gf.read((char *)&meta_dim, sizeof(int)); - std::cout << "[debug] meta_n=" << meta_n << ", meta_dim=" << meta_dim << "\n"; - - // (b) Read meta_n uint64_t - std::vector meta_info(meta_n); - gf.read(reinterpret_cast(meta_info.data()), - meta_n * sizeof(uint64_t)); - // Print - for (int i = 0; i < meta_n; i++) { - std::cout << " meta_info[" << i << "]= " << meta_info[i] << "\n"; - } - - size_t file_size = get_file_size(graph_index); - std::cout << "[disk_graph.index size] " << file_size << " bytes\n"; - - // **According to relayout log** you said: meta_info[0]=nd=60450220, meta_info[1]=dim=769, - // meta_info[2]=??(16495248?), meta_info[3]=max_node_len=3320, - // meta_info[4]=16 (C), - // meta_info[8]= 15475261440(file size) - // We manually parse here first: - uint64_t nd_in_meta = meta_info[0]; - uint64_t dim_in_meta = meta_info[1]; - uint64_t max_node_len = meta_info[3]; - uint64_t c_in_meta = meta_info[4]; - uint64_t entire_file_sz = meta_info[8]; - - std::cout << "Based on meta_info:\n" - << " nd_in_meta= " << nd_in_meta - << ", dim_in_meta= " << dim_in_meta - << ", max_node_len= " << max_node_len - << ", c_in_meta= " << c_in_meta - << ", entire_file_size= " << entire_file_sz << "\n"; - - // Calculate graph_node_len - uint64_t dim_size = dim_in_meta * sizeof(float); - uint64_t graph_node_len = max_node_len - dim_size; - std::cout << " => graph_node_len= " << graph_node_len << "\n\n"; - - if (calculate_stats) { - // --- Degree Statistics Calculation Mode --- - std::cout << " Calculated graph_node_len = " << graph_node_len << "\n\n"; - - if (nd == 0) { - std::cerr << "Graph has 0 nodes (nd=0). Cannot calculate stats." - << std::endl; - gf.close(); - return 1; - } - - uint32_t min_degree = std::numeric_limits::max(); - uint32_t max_degree = 0; - uint64_t total_degree = 0; - uint64_t nodes_processed = 0; - std::vector sectorBuf(SECTOR_SIZE); - - std::cout << "Calculating degrees for " << nd << " nodes across " - << partition_nums << " partitions..." << std::endl; - - for (uint32_t p = 0; p < partition_nums; ++p) { - uint64_t sector_offset = uint64_t(p + 1) * SECTOR_SIZE; - gf.seekg(sector_offset, std::ios::beg); - if (gf.fail()) { - std::cerr << "Error seeking to sector offset for partition " << p - << std::endl; - gf.close(); - return 1; - } - gf.read(sectorBuf.data(), SECTOR_SIZE); - if (gf.fail() && !gf.eof()) { - std::cerr << "Error reading sector data for partition " << p - << std::endl; - gf.close(); - return 1; - } - gf.clear(); // Reset fail bits - - const auto &part_list = graph_partitions[p]; - for (size_t j = 0; j < part_list.size(); ++j) { - uint64_t node_offset = j * graph_node_len; - if (node_offset + sizeof(uint32_t) > SECTOR_SIZE) { - std::cerr << "Error: Node offset out of sector bounds.\n" - << " Partition=" << p << ", node_subIndex=" << j - << ", node_offset=" << node_offset - << ", graph_node_len=" << graph_node_len << std::endl; - gf.close(); - return 1; - } - char *adjacency_ptr = sectorBuf.data() + node_offset; - uint32_t neighbor_count = *reinterpret_cast(adjacency_ptr); - min_degree = std::min(min_degree, neighbor_count); - max_degree = std::max(max_degree, neighbor_count); - total_degree += neighbor_count; - nodes_processed++; - } - if (p % 10 == 0 || p == partition_nums - 1) { - std::cout << " Processed partition " << p + 1 << " / " - << partition_nums << "...\r" << std::flush; - } - } - std::cout << "\nFinished processing partitions." << std::endl; - - if (nodes_processed != nd) { - std::cerr << "Warning: Processed " << nodes_processed - << " nodes, but expected " << nd << std::endl; - } - - double avg_degree = (nd > 0) ? static_cast(total_degree) / nd : 0.0; - std::cout << "\n--- Degree Statistics ---\n"; - std::cout << "Min Degree: " - << (min_degree == std::numeric_limits::max() - ? 0 - : min_degree) - << std::endl; // Handle case of 0 nodes - std::cout << "Max Degree: " << max_degree << std::endl; - std::cout << "Avg Degree: " << std::fixed << std::setprecision(2) - << avg_degree << std::endl; - std::cout << "Total Degree (Sum): " << total_degree << std::endl; - std::cout << "Nodes Processed: " << nodes_processed << std::endl; - - } else { - uint64_t nd_in_meta = meta_info[0]; - uint64_t c_in_meta = meta_info[4]; - uint64_t entire_file_sz = meta_info[8]; - std::cout << "Based on meta_info:\n" - << " nd_in_meta= " << nd_in_meta - << ", dim_in_meta= " << dim_in_meta - << ", max_node_len= " << max_node_len - << ", c_in_meta= " << c_in_meta - << ", entire_file_size= " << entire_file_sz << "\n"; - std::cout << " => graph_node_len= " << graph_node_len << "\n\n"; - - if (target_node_id >= nd) { - std::cerr << "target_node_id=" << target_node_id - << " out of range nd=" << nd << std::endl; - gf.close(); - return 1; - } - - // We need id2partition only for single-node lookup - std::vector id2partition(nd); - { // Read id2partition again as it was skipped before - std::ifstream pf_again(partition_bin, std::ios::binary); - uint64_t header_offset = - 3 * sizeof(uint64_t); // Skip C, partition_nums, nd - uint64_t partition_list_offset = 0; - for (uint64_t i = 0; i < partition_nums; i++) { - partition_list_offset += sizeof(uint32_t); // Size field - partition_list_offset += - graph_partitions[i].size() * sizeof(uint32_t); // Data - } - pf_again.seekg(header_offset + partition_list_offset, std::ios::beg); - pf_again.read(reinterpret_cast(id2partition.data()), - nd * sizeof(uint32_t)); - // Error check pf_again if needed - } - - // 3) Find target_node_id => partition_id => subIndex - uint32_t partition_id = id2partition[target_node_id]; - if (partition_id >= partition_nums) { - std::cerr << "Partition ID out-of-range for target node.\n"; - gf.close(); - return 1; - } - const auto &part_list = graph_partitions[partition_id]; // Use const ref - auto it = - std::find(part_list.begin(), part_list.end(), (uint32_t)target_node_id); - if (it == part_list.end()) { - std::cerr << "Cannot find node " << target_node_id << " in partition " - << partition_id << std::endl; - gf.close(); - return 1; - } - size_t j = std::distance(part_list.begin(), it); - - // 4) sector => (partition_id+1)* 4096 - uint64_t sector_offset = uint64_t(partition_id + 1) * SECTOR_SIZE; - gf.seekg(sector_offset, std::ios::beg); - std::vector sectorBuf(SECTOR_SIZE); - gf.read(sectorBuf.data(), SECTOR_SIZE); - if (gf.fail() && !gf.eof()) { - std::cerr << "Error reading sector data for partition " << partition_id - << std::endl; - gf.close(); - return 1; - } - gf.clear(); // Reset fail bits - - std::cout << "Partition #" << partition_id - << ", nodeCount= " << part_list.size() - << ", offset= " << sector_offset << "\n" - << " first64 hex:\n "; - print_hex(sectorBuf.data(), SECTOR_SIZE, 64); - - // adjacency_offset= j* graph_node_len - uint64_t node_offset = j * graph_node_len; - if (node_offset + sizeof(uint32_t) > - SECTOR_SIZE) { // Check only for neighbor_count read first - std::cerr << "Out-of-range. j=" << j << ", node_offset=" << node_offset - << ", node_offset+4=" << (node_offset + sizeof(uint32_t)) - << "> 4096\n"; - gf.close(); - return 1; - } - - char *adjacency_ptr = sectorBuf.data() + node_offset; - uint32_t neighbor_count = *reinterpret_cast(adjacency_ptr); - std::cout << "[Node " << target_node_id << "] partition=" << partition_id - << ", subIndex=" << j << ", adjacency_offset=" << node_offset - << ", neighbor_count=" << neighbor_count << "\n"; - - size_t needed = neighbor_count * sizeof(uint32_t); - if (node_offset + sizeof(uint32_t) + needed > SECTOR_SIZE) { - std::cerr << "Neighbors partly out-of-range => neighbor_count=" - << neighbor_count << "\n"; - // Option: Can still print partial list if needed, but indicating it's - // truncated - gf.close(); - return 1; // Or handle differently - } - std::vector neighbors(neighbor_count); - memcpy(neighbors.data(), adjacency_ptr + sizeof(uint32_t), needed); - - std::cout << " neighbors=["; - for (size_t kk = 0; kk < std::min(10, neighbor_count); kk++) { - std::cout << neighbors[kk]; - if (kk + 1 < std::min(10, neighbor_count)) - std::cout << ", "; - } - if (neighbor_count > 10) - std::cout << " ... (total " << neighbor_count << ")"; - std::cout << "]\n"; - } // End of else (single node lookup mode) - - gf.close(); - return 0; -} \ No newline at end of file diff --git a/research/utils/diskann_degree_distribution.fish b/research/utils/diskann_degree_distribution.fish deleted file mode 100755 index a370a9b..0000000 --- a/research/utils/diskann_degree_distribution.fish +++ /dev/null @@ -1,15 +0,0 @@ -#! /bin/fish - -# get the dir of this script -set -x SCRIPT_DIR (dirname (realpath $0)) - -g++ $SCRIPT_DIR/analyze_diskann_graph.cpp -o $SCRIPT_DIR/analyze_diskann_graph - -# get args -set -x INDEX_PATH $argv[1] - -./analyze_diskann_graph $INDEX_PATH $INDEX_PATH.degree_distribution.txt - -python plot_degree_distribution.py $INDEX_PATH.degree_distribution.txt - -rm $INDEX_PATH.degree_distribution.txt \ No newline at end of file diff --git a/research/utils/download_mac.fish b/research/utils/download_mac.fish deleted file mode 100644 index b3b1280..0000000 --- a/research/utils/download_mac.fish +++ /dev/null @@ -1,30 +0,0 @@ -#!/usr/bin/env fish - -set scaling_out_dir "/Users/ec2-user/scaling_out" - -# Define an array of paths to download -set paths \ - "examples/" \ - "indices/rpj_wiki/facebook/contriever-msmarco/diskann/_disk_graph.index" \ - "indices/rpj_wiki/facebook/contriever-msmarco/diskann/_partition.bin" \ - "indices/rpj_wiki/facebook/contriever-msmarco/diskann/ann_disk.index_medoids.bin" \ - "indices/rpj_wiki/facebook/contriever-msmarco/diskann/ann_disk.index_centroids.bin" \ - "indices/rpj_wiki/facebook/contriever-msmarco/diskann/ann_disk.index_max_base_norm.bin" \ - "embeddings/facebook/contriever-msmarco/rpj_wiki/compressed_10/" \ - "passages/rpj_wiki/8-shards/" \ - "indices/rpj_wiki/facebook/contriever-msmarco/flat_results_nq_k3.json" - -# Download each path using a for loop -for path in $paths - echo "Downloading $path..." - # if ends with /, then create the directory - if string match -q "*/" $path - echo "Creating directory $scaling_out_dir/$path" - mkdir -p "$scaling_out_dir/$path" - aws s3 cp "s3://retrieval-scaling-out/$path" "$scaling_out_dir/$path" --recursive - else - aws s3 cp "s3://retrieval-scaling-out/$path" "$scaling_out_dir/$path" - end -end - -echo "Download completed." \ No newline at end of file diff --git a/research/utils/embedding_comp.py b/research/utils/embedding_comp.py deleted file mode 100644 index a06af39..0000000 --- a/research/utils/embedding_comp.py +++ /dev/null @@ -1,422 +0,0 @@ -import torch -import numpy as np -from transformers import AutoTokenizer, AutoModel -import pandas as pd -import matplotlib.pyplot as plt -import seaborn as sns -from tqdm import tqdm -from scipy.stats import kendalltau, spearmanr - -# 设置设备 -device = torch.device("cuda" if torch.cuda.is_available() else - ("mps" if torch.backends.mps.is_available() else "cpu")) -print(f"使用设备: {device}") - -# 定义自定义比较函数(基于内积) -def compare(a, b): - """ - 计算两个向量的内积,并返回其负值作为距离度量 - 数值越小表示越相似(与提供的代码一致) - """ - result = np.dot(a, b) - return -result # 返回负值,与原代码一致 - -# 批量计算相似度 -def compute_similarities(queries, corpus): - """计算查询向量与语料库向量之间的相似度矩阵""" - similarities = np.zeros((len(queries), len(corpus))) - for i, query in enumerate(queries): - for j, doc in enumerate(corpus): - similarities[i, j] = compare(query, doc) - return similarities - -# 加载两个模型 -model_names = [ - "facebook/contriever-msmarco", # Contriever模型 - "facebook/contriever-msmarco-int4" # Contriever模型 (int4) -] - -# 扩展的样本文本 - 分为多个主题组 -texts = [ - # 组1: 关于狐狸和动物 (0-9) - "The quick brown fox jumps over the lazy dog.", - "A rapid auburn fox leaps above the inactive canine.", - "The sly fox outsmarts the hunting hounds in the forest.", - "Foxes are known for their cunning behavior and bushy tails.", - "The red fox is the largest of the true foxes and the most common fox species.", - "Dogs have been companions to humans for thousands of years.", - "The lazy dog slept through the commotion of the playful fox.", - "Wolves and foxes belong to the same family, Canidae.", - "The arctic fox changes its coat color with the seasons.", - "Domestic dogs come in hundreds of breeds of various sizes and appearances.", - - # 组2: 人工智能和机器学习 (10-19) - "Machine learning is a branch of artificial intelligence.", - "Deep learning is a subset of machine learning.", - "Neural networks are computing systems inspired by biological neural networks.", - "AI systems can now beat human champions at complex games like chess and Go.", - "Natural language processing allows computers to understand human language.", - "Reinforcement learning involves training agents to make sequences of decisions.", - "Computer vision enables machines to derive information from images and videos.", - "The Turing test measures a machine's ability to exhibit intelligent behavior.", - "Supervised learning uses labeled training data to learn the mapping function.", - "Unsupervised learning finds patterns in data without pre-existing labels.", - - # 组3: 巴黎和法国地标 (20-29) - "The Eiffel Tower is located in Paris, France.", - "The Louvre Museum is in the city of Paris.", - "Notre-Dame Cathedral is a medieval Catholic cathedral on the Île de la Cité in Paris.", - "The Arc de Triomphe stands at the center of the Place Charles de Gaulle in Paris.", - "The Seine River flows through the heart of Paris.", - "Montmartre is a large hill in Paris's 18th arrondissement known for its artistic history.", - "The Palace of Versailles is located in the Île-de-France region of France.", - "The Champs-Élysées is an avenue in Paris famous for its theatres, cafés, and luxury shops.", - "The Sacré-Cœur Basilica offers one of the most beautiful panoramic views of Paris.", - "The Musée d'Orsay houses the largest collection of impressionist masterpieces in the world.", - - # 组4: 可再生能源 (30-39) - "Solar panels convert sunlight into electricity.", - "Wind turbines generate power from moving air.", - "Hydroelectric power is generated from flowing water.", - "Geothermal energy harnesses heat from within the Earth.", - "Biomass energy comes from organic materials like plants and waste.", - "Tidal energy uses the natural rise and fall of coastal tidal waters.", - "Renewable energy sources can help reduce greenhouse gas emissions.", - "Solar farms can span hundreds of acres with thousands of panels.", - "Offshore wind farms are built in bodies of water to harvest wind energy.", - "Energy storage systems are crucial for balancing renewable energy supply and demand.", - - # 组5: 编程语言 (40-49) - "Python is a popular programming language for data science.", - "JavaScript is commonly used for web development.", - "Java is known for its 'write once, run anywhere' capability.", - "C++ provides high-performance and close hardware control.", - "Ruby is praised for its simplicity and productivity.", - "PHP is a server-side scripting language designed for web development.", - "Swift is used to develop applications for Apple platforms.", - "Rust offers memory safety without using garbage collection.", - "Go was designed at Google to improve programming productivity.", - "Kotlin is fully interoperable with Java and provides more concise syntax.", -] - -# 扩展的查询句子 -query_texts = [ - # 动物相关查询 - "A fox jumped over a dog.", - "Wild animals and their behaviors in forests.", - "Different species of foxes around the world.", - - # AI相关查询 - "Artificial intelligence and neural networks.", - "Machine learning algorithms and applications.", - "The future of deep learning technology.", - - # 巴黎相关查询 - "Famous landmarks in Paris, France.", - "Tourist attractions along the Seine River.", - "Historical buildings and museums in Paris.", - - # 能源相关查询 - "Renewable energy sources and sustainability.", - "Solar and wind power generation technologies.", - "Alternative clean energy solutions for the future.", - - # 编程相关查询 - "Computer programming languages comparison.", - "Best languages for web development.", - "Programming tools for data science applications." -] - -# 函数:获取BGE模型的嵌入 -def get_bge_embeddings(model, tokenizer, texts, device): - # 处理大量文本时分批进行 - batch_size = 16 - all_embeddings = [] - - for i in range(0, len(texts), batch_size): - batch_texts = texts[i:i+batch_size] - encoded_input = tokenizer(batch_texts, padding=True, truncation=True, - max_length=512, return_tensors='pt').to(device) - - with torch.no_grad(): - model_output = model(**encoded_input) - - # BGE使用[CLS]标记 - embeddings = model_output.last_hidden_state[:, 0] - # 归一化嵌入 - normalized_embeddings = torch.nn.functional.normalize(embeddings, p=2, dim=1) - all_embeddings.append(normalized_embeddings.cpu().numpy()) - - return np.vstack(all_embeddings) - -# 函数:获取Contriever模型的嵌入 -def get_contriever_embeddings(model, tokenizer, texts, device, use_int4=False): - # 处理大量文本时分批进行 - batch_size = 16 - all_embeddings = [] - - for i in range(0, len(texts), batch_size): - batch_texts = texts[i:i+batch_size] - encoded_input = tokenizer(batch_texts, padding=True, truncation=True, - max_length=512, return_tensors='pt').to(device) - - with torch.no_grad(): - model_output = model(**encoded_input) - - # Contriever使用平均池化 - attention_mask = encoded_input['attention_mask'].unsqueeze(-1) - embeddings = (model_output.last_hidden_state * attention_mask).sum(1) / attention_mask.sum(1) - # 归一化嵌入 - normalized_embeddings = torch.nn.functional.normalize(embeddings, p=2, dim=1) - all_embeddings.append(normalized_embeddings.cpu().numpy()) - - return np.vstack(all_embeddings) - -# 主函数 -def compare_embeddings(): - results = {} - - for i, model_name in enumerate(model_names): - model_display_name = model_name - # 给第二个模型一个不同的显示名称,以便区分 - if i == 1: - model_display_name = "facebook/contriever-msmarco-int4" - - print(f"\n======= 加载模型 {i+1}: {model_display_name} =======") - tokenizer = AutoTokenizer.from_pretrained(model_names[0]) # 两个模型使用相同的tokenizer - - # 如果是第二个模型(int4版本),进行量化 - if i == 1: - print("应用int4量化...") - try: - from transformers import BitsAndBytesConfig - quantization_config = BitsAndBytesConfig( - load_in_4bit=True, - bnb_4bit_compute_dtype=torch.float16, - bnb_4bit_use_double_quant=True, - bnb_4bit_quant_type="nf4" - ) - model = AutoModel.from_pretrained( - model_names[0], # 使用相同的基础模型 - quantization_config=quantization_config, - device_map="auto" - ) - print("成功加载int4模型") - except Exception as e: - print(f"int4加载失败: {e}") - print("回退到标准模型...") - model = AutoModel.from_pretrained(model_names[0]).to(device) - else: - model = AutoModel.from_pretrained(model_names[0]).to(device) - - model.eval() - - print(f"使用 {model_display_name} 生成嵌入...") - # 所有模型都使用contriever - use_int4 = i == 1 - corpus_embeddings = get_contriever_embeddings(model, tokenizer, texts, device, use_int4) - query_embeddings = get_contriever_embeddings(model, tokenizer, query_texts, device, use_int4) - - print(f"语料库嵌入形状: {corpus_embeddings.shape}") - print(f"查询嵌入形状: {query_embeddings.shape}") - - # 使用自定义函数计算相似度 - similarity_scores = compute_similarities(query_embeddings, corpus_embeddings) - - # 对每个查询,按相似度排序文本索引(较小的值表示更相似) - ranked_indices = {} - for j, scores in enumerate(similarity_scores): - # 按相似度从低到高排序(因为我们返回的是负内积值) - sorted_indices = np.argsort(scores) - ranked_indices[f"query_{j+1}"] = sorted_indices - - results[model_display_name] = { - 'corpus_embeddings': corpus_embeddings, - 'query_embeddings': query_embeddings, - 'similarity_scores': similarity_scores, - 'ranked_indices': ranked_indices - } - - # 立即打印这个模型的一些结果作为验证 - print(f"\n=== {model_display_name} 初步结果 ===") - # 显示第一个查询的前3个结果 - query_idx = 0 - ranked_idx = ranked_indices[f"query_{query_idx+1}"] - top_texts = [texts[idx] for idx in ranked_idx[:3]] - print(f"查询: '{query_texts[query_idx]}'") - print(f"排名前3位的文本:") - for j, text in enumerate(top_texts): - idx = ranked_idx[j] - score = similarity_scores[query_idx][idx] - print(f" {j+1}. [ID:{idx}] {text} (分数: {score:.4f})") - - return results - -# 分析结果 -def analyze_results(results): - models = list(results.keys()) - - # 1. 比较相似度分数 - print("\n=== 相似度分数比较 ===") - for model_name, result in results.items(): - similarities = result['similarity_scores'].flatten() - print(f"{model_name} 相似度统计:") - print(f" 平均值: {similarities.mean():.4f}") - print(f" 最小值: {similarities.min():.4f}") - print(f" 最大值: {similarities.max():.4f}") - print(f" 标准差: {similarities.std():.4f}") - - # 2. 比较排序结果(针对每个查询显示前5个结果) - print("\n=== 排序结果比较 ===") - for query_idx in range(len(query_texts)): - query_key = f"query_{query_idx+1}" - print(f"\n查询 {query_idx+1}: '{query_texts[query_idx]}'") - - for model_name in models: - ranked_idx = results[model_name]['ranked_indices'][query_key] - top_texts = [texts[idx] for idx in ranked_idx[:5]] - print(f"{model_name} 排名前5位的文本:") - for i, text in enumerate(top_texts): - idx = ranked_idx[i] - score = results[model_name]['similarity_scores'][query_idx][idx] - print(f" {i+1}. [ID:{idx}] {text} (分数: {score:.4f})") - - # 3. 排序一致性分析 - print("\n=== 模型间排序一致性分析 ===") - kendall_tau_scores = [] - spearman_scores = [] - - for query_idx in range(len(query_texts)): - query_key = f"query_{query_idx+1}" - - # 获取各模型的排序结果(只比较前10个结果) - model1_top10 = results[models[0]]['ranked_indices'][query_key][:10] - model2_top10 = results[models[1]]['ranked_indices'][query_key][:10] - - # 计算排序一致性 - kt, _ = kendalltau(model1_top10, model2_top10) - sr, _ = spearmanr(model1_top10, model2_top10) - - kendall_tau_scores.append(kt) - spearman_scores.append(sr) - - # 计算前10个结果的重叠率 - overlap = len(set(model1_top10) & set(model2_top10)) - overlap_rate = overlap / 10.0 - - print(f"查询 {query_idx+1} '{query_texts[query_idx]}':") - print(f" Kendall's Tau = {kt:.4f}, Spearman's rank correlation = {sr:.4f}") - print(f" 前10结果重叠率: {overlap_rate:.2f} ({overlap}/10)") - - print(f"\n平均 Kendall's Tau: {np.mean(kendall_tau_scores):.4f}") - print(f"平均 Spearman's rank correlation: {np.mean(spearman_scores):.4f}") - - # 4. 可视化相似度分布差异 - plt.figure(figsize=(12, 6)) - for i, model_name in enumerate(models): - sns.histplot(results[model_name]['similarity_scores'].flatten(), - kde=True, label=model_name, alpha=0.6) - - plt.title('不同模型的相似度分布') - plt.xlabel('相似度得分(越小越相似)') - plt.ylabel('频率') - plt.legend() - plt.savefig('similarity_distribution.png') - print("已保存相似度分布图表到 'similarity_distribution.png'") - - # 5. 可视化主题相关性 - plt.figure(figsize=(15, 10)) - - # 为每个主题组定义颜色 - topic_colors = { - '动物': 'blue', - 'AI': 'red', - '巴黎': 'green', - '能源': 'purple', - '编程': 'orange' - } - - # 定义主题组范围 - topic_ranges = { - '动物': (0, 10), - 'AI': (10, 20), - '巴黎': (20, 30), - '能源': (30, 40), - '编程': (40, 50) - } - - # 对每个查询显示前10个结果的主题分布 - query_groups = [ - [0, 1, 2], # 动物查询组 - [3, 4, 5], # AI查询组 - [6, 7, 8], # 巴黎查询组 - [9, 10, 11], # 能源查询组 - [12, 13, 14] # 编程查询组 - ] - - for group_idx, group in enumerate(query_groups): - plt.subplot(len(query_groups), 1, group_idx+1) - - # 为每个模型计算主题分布 - bar_width = 0.35 - bar_positions = np.arange(len(topic_ranges)) - - for model_idx, model_name in enumerate(models): - # 统计每个主题在前10个结果中的出现次数 - topic_counts = {topic: 0 for topic in topic_ranges.keys()} - - for query_idx in group: - query_key = f"query_{query_idx+1}" - top10 = results[model_name]['ranked_indices'][query_key][:10] - - for idx in top10: - for topic, (start, end) in topic_ranges.items(): - if start <= idx < end: - topic_counts[topic] += 1 - - # 绘制主题分布柱状图 - plt.bar(bar_positions + (model_idx * bar_width), - list(topic_counts.values()), - bar_width, - label=model_name) - - plt.title(f"查询组 {group_idx+1}: {', '.join([query_texts[i] for i in group[:1]])}") - plt.xticks(bar_positions + bar_width/2, list(topic_ranges.keys())) - plt.ylabel('前10结果中的出现次数') - plt.legend() - - plt.tight_layout() - plt.savefig('topic_distribution.png') - print("已保存主题分布图表到 'topic_distribution.png'") - - # 6. 可视化查询与相关文档的相似度热图 - plt.figure(figsize=(15, 12)) - - for i, model_name in enumerate(models): - plt.subplot(2, 1, i+1) - - # 获取相似度矩阵(负数越小表示越相似) - sim_matrix = results[model_name]['similarity_scores'] - - # 将负值转换为正值以便可视化(越大表示越相似) - sim_matrix_viz = -sim_matrix - - # 绘制热图 - sns.heatmap(sim_matrix_viz, cmap='YlGnBu', - xticklabels=[f"Doc{i}" for i in range(len(texts))], - yticklabels=[f"Q{i+1}" for i in range(len(query_texts))], - cbar_kws={'label': '相似度(越高越相似)'}) - - plt.title(f"{model_name} 相似度热图") - plt.xlabel('文档ID') - plt.ylabel('查询ID') - - plt.tight_layout() - plt.savefig('similarity_heatmap.png') - print("已保存相似度热图到 'similarity_heatmap.png'") - -if __name__ == "__main__": - print("开始比较嵌入模型...") - results = compare_embeddings() - analyze_results(results) - print("\n比较完成!") \ No newline at end of file diff --git a/research/utils/evaluate_results.py b/research/utils/evaluate_results.py deleted file mode 100644 index 6074e75..0000000 --- a/research/utils/evaluate_results.py +++ /dev/null @@ -1,444 +0,0 @@ -# Filename: evaluate_results_xai_line_sync.py -import openai -import json -import os -import time -from dotenv import load_dotenv -from tqdm import tqdm -from collections import defaultdict -import concurrent.futures -from typing import List, Dict, Any, Tuple - -# --- Configuration --- -load_dotenv() -OPENAI_API_KEY = os.getenv("OPENAI_API_KEY") -if not OPENAI_API_KEY: - raise ValueError("Please set the OPENAI_API_KEY in your .env file") - -try: - client = openai.OpenAI( - api_key=OPENAI_API_KEY, - ) -except ImportError: - print("Please install the latest OpenAI library: pip install --upgrade openai") - exit() -except openai.AuthenticationError: - print("OpenAI library reported an AuthenticationError. Ensure OPENAI_API_KEY is correct.") - exit() - -LLM_MODEL = "gpt-3.5-turbo" # Using OpenAI's standard model -MAX_RETRIES = 5 -INITIAL_RETRY_DELAY_SECONDS = 5 -REQUEST_TIMEOUT_SECONDS = 90 -MAX_WORKERS = 10 # Number of parallel workers - -# --- File Paths (Adjust as needed) --- -# User provided paths -QUERIES_FILE_PATH = "/opt/dlami/nvme/scaling_out/examples/enron_eval_retrieval.jsonl" -RAW_PASSAGES_FILE_PATH = "/opt/dlami/nvme/scaling_out/passages/enron_emails/1-shards/raw_passages-0-of-1.jsonl" -RESULTS_FILE_PATH = "search_results_top10_bm25.jsonl" # This file's Nth line corresponds to QUERIES_FILE_PATH's Nth line -OUTPUT_EVALUATION_FILE = "llm_containment_evaluations_xai_line_sync.jsonl" - -# --- LLM Prompt Definitions for Containment (Same as before) --- -CONTAINMENT_SYSTEM_PROMPT = """You are an AI evaluator. Your task is to determine if the core information presented in the 'Retrieved Passage' is directly contained within *any* of the text snippets provided in the 'Ground Truth Email Snippets' list.""" -CONTAINMENT_USER_TEMPLATE = """Retrieved Passage: -"{retrieved_passage_text}" - ---- -Ground Truth Email Snippets (Parts of the correct source email): -{ground_truth_snippets_formatted_list} ---- - -Is the core information of the 'Retrieved Passage' directly present or fully contained within *any* of the 'Ground Truth Email Snippets' listed above? -- Focus on whether the specific facts or statements in the 'Retrieved Passage' can be found within the ground truth snippets. -- Ignore minor formatting differences. If the retrieved passage is a direct quote or a very close paraphrase of content within the ground truth snippets, answer YES. -- Respond YES if the Retrieved Passage's content is clearly represented in one or more of the ground truth snippets. -- Respond NO if the Retrieved Passage's content is not found, is contradictory, or introduces significant information not present in the ground truth snippets. - -Your response must be a single word: YES or NO. -""" - -# --- Data Loading Functions --- - -def load_queries_as_list(file_path): - """ - Loads queries from a jsonl file into a list, preserving order. - Each item in the list is a dict containing original_id, query_text, and ground_truth_message_ids. - """ - queries_list = [] - try: - with open(file_path, 'r', encoding='utf-8') as f: - for line_num, line in enumerate(f): - try: - data = json.loads(line) - required_keys = ["id", "query", "ground_truth_message_ids"] - if not all(key in data for key in required_keys): - print(f"Warning: Skipping line {line_num + 1} in query file due to missing keys: {line.strip()}") - continue - if not isinstance(data["ground_truth_message_ids"], list): - print(f"Warning: 'ground_truth_message_ids' is not a list in line {line_num + 1}. Skipping: {line.strip()}") - continue - queries_list.append({ - "original_id": data["id"], # Store the original ID from the file - "query_text": data["query"], - "ground_truth_message_ids": data["ground_truth_message_ids"] - }) - except json.JSONDecodeError: - print(f"Warning: Skipping malformed JSON line {line_num + 1} in query file: {line.strip()}") - except FileNotFoundError: - print(f"Error: Queries file not found at {file_path}") - exit() - print(f"Loaded {len(queries_list)} queries (as a list) from {file_path}") - return queries_list - -def load_all_passages_by_message_id(raw_passages_file_path): - """Loads all raw passages into memory, grouped by message_id. (Same as before)""" - passages_dict = defaultdict(list) - # ... (implementation from previous script, no changes needed here) ... - print(f"Loading all raw passages from {raw_passages_file_path} into memory...") - try: - with open(raw_passages_file_path, 'r', encoding='utf-8') as f: - for line_num, line in enumerate(f): - try: - data = json.loads(line) - if "message_id" in data and "text" in data: - passages_dict[data["message_id"]].append(data["text"]) - else: - print(f"Warning: Skipping line {line_num+1} in raw passages file due to missing 'message_id' or 'text'.") - except json.JSONDecodeError: - print(f"Warning: Skipping malformed JSON line {line_num + 1} in raw passages file: {line.strip()}") - print(f"Finished loading raw passages. Found {len(passages_dict)} unique message IDs.") - except FileNotFoundError: - print(f"Error: Raw passages file not found at {raw_passages_file_path}") - exit() - except MemoryError: - print("Error: Ran out of memory loading all raw passages. Consider an indexed approach.") - exit() - return dict(passages_dict) - -def load_search_results_as_list(file_path): - """Loads search results from a jsonl file into a list, preserving order.""" - results_list = [] - # ... (implementation similar to load_queries_as_list, parsing each line as a dict) ... - try: - with open(file_path, 'r', encoding='utf-8') as f: - for line_num, line in enumerate(f): - try: - data = json.loads(line) - # We expect "query_id" (though not used for matching) and "passages" - if "passages" not in data: # query_id might be implicitly by order - print(f"Warning: Skipping line {line_num + 1} in search results file due to missing 'passages' key: {line.strip()}") - continue - results_list.append(data) - except json.JSONDecodeError: - print(f"Warning: Skipping malformed JSON line {line_num + 1} in search results file: {line.strip()}") - except FileNotFoundError: - print(f"Error: Search results file not found at {file_path}") - exit() - print(f"Loaded {len(results_list)} search result sets (as a list) from {file_path}") - return results_list - - -def format_ground_truth_snippets(snippet_list): - """Formats the list of ground truth snippets for the prompt. (Same as before)""" - # ... (implementation from previous script) ... - if not snippet_list: - return " [No ground truth snippets found for the target message ID(s)]" - formatted = [] - for i, snippet in enumerate(snippet_list): - display_snippet = (snippet[:500] + '...') if len(snippet) > 500 else snippet - formatted.append(f" {i+1}. {display_snippet}") - return "\n".join(formatted) - -# --- LLM API Call Function --- -def get_llm_containment_evaluation(retrieved_passage_text: str, ground_truth_snippets_list: List[str], query_id_for_log: str, passage_identifier_info: str, query_text_for_context: str = "") -> str: - """Calls the OpenAI API with retry logic.""" - formatted_gt_snippets = format_ground_truth_snippets(ground_truth_snippets_list) - # max_gt_chars_in_prompt = 5000 # Arbitrary limit, adjust as needed - # if len(formatted_gt_snippets) > max_gt_chars_in_prompt: - # print(f"Warning: Ground truth snippets for Q_log_id:{query_id_for_log} are too long ({len(formatted_gt_snippets)} chars), truncating for LLM prompt.") - # formatted_gt_snippets = formatted_gt_snippets[:max_gt_chars_in_prompt] + "\n [... Snippets Truncated ...]" - - user_prompt = CONTAINMENT_USER_TEMPLATE.format( - retrieved_passage_text=retrieved_passage_text, - ground_truth_snippets_formatted_list=formatted_gt_snippets - ) - messages = [ - {"role": "system", "content": CONTAINMENT_SYSTEM_PROMPT}, - {"role": "user", "content": user_prompt} - ] - - current_retry_delay = INITIAL_RETRY_DELAY_SECONDS - for attempt in range(MAX_RETRIES): - try: - response = client.chat.completions.create( - model=LLM_MODEL, - messages=messages, - temperature=0.0, - max_tokens=10, - timeout=REQUEST_TIMEOUT_SECONDS - ) - answer = response.choices[0].message.content.strip().upper() - if answer in ["YES", "NO"]: - return answer - else: - print(f"Warning: Unexpected LLM response content '{answer[:100]}' for Q_log_id:{query_id_for_log} P:{passage_identifier_info}. Defaulting to NO.") - return "NO" - except openai.APIConnectionError as e: - error_message = f"API Connection Error (Attempt {attempt + 1}/{MAX_RETRIES}): {e}" - except openai.RateLimitError as e: - error_message = f"API Rate Limit Error (Attempt {attempt + 1}/{MAX_RETRIES}): {e}" - except openai.APIStatusError as e: - error_message = f"API Status Error (Attempt {attempt + 1}/{MAX_RETRIES}): {e.status_code} - {e.response}" - if e.status_code == 401: - return "ERROR_AUTH" - if e.status_code == 500: - pass - else: - return "ERROR_API_CLIENT" - except Exception as e: - error_message = f"Unexpected error with OpenAI lib (Attempt {attempt + 1}/{MAX_RETRIES}): {type(e).__name__} - {e}" - - print(f"{error_message}. Query Log ID: {query_id_for_log}, Passage: {passage_identifier_info}") - if "ERROR_AUTH" in error_message or "ERROR_API_CLIENT" in error_message: - break - - if attempt < MAX_RETRIES - 1: - print(f"Retrying in {current_retry_delay} seconds...") - time.sleep(current_retry_delay) - current_retry_delay = min(current_retry_delay * 2, 60) - else: - print(f"Max retries ({MAX_RETRIES}) reached for Q_log_id:{query_id_for_log} P:{passage_identifier_info}. Skipping.") - return "ERROR_MAX_RETRIES" - return "ERROR_MAX_RETRIES" - -def process_query_passage_pair(args: Tuple[Dict[str, Any], Dict[str, Any], Dict[str, List[str]], set]) -> List[Dict[str, Any]]: - """Process a single query-passage pair for parallel execution.""" - query_info, result_item, passages_lookup, already_evaluated = args - evaluations = [] - - query_original_id = query_info["original_id"] - query_text = query_info["query_text"] - target_message_ids = query_info.get("ground_truth_message_ids", []) - - if not target_message_ids: - return evaluations - - ground_truth_snippets = [] - for msg_id_in_query_file in target_message_ids: - msg_id_to_lookup = msg_id_in_query_file - if msg_id_in_query_file.startswith("<") and msg_id_in_query_file.endswith(">"): - msg_id_to_lookup = msg_id_in_query_file[1:-1] - - snippets = passages_lookup.get(msg_id_to_lookup) - if snippets: - ground_truth_snippets.extend(snippets) - - if not ground_truth_snippets: - return evaluations - - retrieved_passages = result_item.get("passages", []) - if not retrieved_passages: - return evaluations - - for passage_idx, passage_obj in enumerate(retrieved_passages): - if not isinstance(passage_obj, dict): - print(f"Warning: Invalid passage format for Q_original_id:{query_original_id}, passage index {passage_idx}. Skipping passage.") - continue - - retrieved_passage_text = passage_obj.get("text", "").strip() - passage_identifier = passage_obj.get("passage_id", passage_obj.get("id", f"retrieved_idx_{passage_idx}")) - - evaluation_key = (query_original_id, passage_identifier) - if evaluation_key in already_evaluated: - continue - - passage_text_preview = (retrieved_passage_text[:75] + '...') if len(retrieved_passage_text) > 75 else retrieved_passage_text - - if not retrieved_passage_text: - evaluation = "NO" - else: - evaluation = get_llm_containment_evaluation( - retrieved_passage_text, - ground_truth_snippets, - query_original_id, - passage_identifier, - query_text - ) - if evaluation == "ERROR_AUTH": - print("Authentication error with OpenAI API. Stopping script.") - return evaluations - - evaluation_record = { - "query_original_id": query_original_id, - "passage_identifier": passage_identifier, - "passage_text_preview": passage_text_preview, - "evaluation": evaluation, - "model_used": LLM_MODEL, - "ground_truth_message_ids_checked": target_message_ids - } - evaluations.append(evaluation_record) - - return evaluations - -# --- Resume Logic --- -def load_existing_evaluations(output_file): - """Loads already evaluated query-passage pairs using 'passage_identifier' and 'query_original_id'. (Same as before, but keying with original_id)""" - # ... (implementation from previous script, ensure it uses the correct ID for keys) ... - evaluated_pairs = set() - if os.path.exists(output_file): - print(f"Loading existing containment evaluations from {output_file}...") - with open(output_file, 'r', encoding='utf-8') as f: - for line_num, line in enumerate(f): - try: - data = json.loads(line) - # Key for resuming should be based on the logged original query ID - query_original_id = data.get('query_original_id') - passage_identifier = data.get('passage_identifier') - if query_original_id is not None and passage_identifier is not None: - evaluated_pairs.add((query_original_id, passage_identifier)) - else: - print(f"Warning: Could not identify query_original_id/passage_identifier in existing file line {line_num + 1}.") - except json.JSONDecodeError: - print(f"Warning: Skipping malformed line {line_num + 1} in existing file: {line.strip()}") - except KeyError as e: - print(f"Warning: Skipping line {line_num + 1} with missing key '{e}' in existing file: {line.strip()}") - print(f"Loaded {len(evaluated_pairs)} existing evaluation records.") - else: - print(f"No existing evaluation file found at {output_file}. Starting fresh.") - return evaluated_pairs - -# --- Main Execution Logic --- - -def main(): - """Main function to run the containment evaluation process using parallel processing.""" - print(f"Starting containment evaluation using OpenAI model: {LLM_MODEL} via OpenAI library interface.") - - # Load data as lists - queries_list = load_queries_as_list(QUERIES_FILE_PATH) - passages_lookup = load_all_passages_by_message_id(RAW_PASSAGES_FILE_PATH) - search_results_list = load_search_results_as_list(RESULTS_FILE_PATH) - - if not queries_list or not search_results_list or not passages_lookup: - print("Error loading one or more input files or raw passages. Exiting.") - return - - # Determine the number of items to process - num_items_to_process = min(len(queries_list), len(search_results_list)) - print(f"Will process {num_items_to_process} query-result pairs.") - - already_evaluated = load_existing_evaluations(OUTPUT_EVALUATION_FILE) - - try: - with open(OUTPUT_EVALUATION_FILE, 'a', encoding='utf-8') as outfile: - # Prepare arguments for parallel processing - process_args = [ - (queries_list[i], search_results_list[i], passages_lookup, already_evaluated) - for i in range(num_items_to_process) - ] - - # Use ThreadPoolExecutor for parallel processing - with concurrent.futures.ThreadPoolExecutor(max_workers=MAX_WORKERS) as executor: - # Submit all tasks and get futures - futures = [executor.submit(process_query_passage_pair, args) for args in process_args] - - # Process results as they complete - for future in tqdm(concurrent.futures.as_completed(futures), total=len(futures), desc="Processing query-result pairs"): - try: - evaluations = future.result() - for evaluation in evaluations: - outfile.write(json.dumps(evaluation) + "\n") - outfile.flush() - # Update already_evaluated set - already_evaluated.add((evaluation["query_original_id"], evaluation["passage_identifier"])) - except Exception as e: - print(f"Error processing query-result pair: {e}") - - except IOError as e: - print(f"Error writing to output file {OUTPUT_EVALUATION_FILE}: {e}") - return - except Exception as e: - print(f"An unexpected error occurred during the main processing loop: {e}") - return - - print("\n--- Containment Evaluation Script Finished ---") - - # --- Final Summary Calculation --- - print(f"Calculating final summary statistics from: {OUTPUT_EVALUATION_FILE}") - final_query_containment_found = {} - total_evaluated_pairs = 0 - error_count = 0 - evaluated_query_original_ids = set() - - try: - with open(OUTPUT_EVALUATION_FILE, 'r', encoding='utf-8') as f: - for line_num, line in enumerate(f): - total_evaluated_pairs += 1 - try: - data = json.loads(line) - q_original_id = data['query_original_id'] - eval_result = data['evaluation'] - evaluated_query_original_ids.add(q_original_id) - - if eval_result == "YES": - final_query_containment_found[q_original_id] = True - elif q_original_id not in final_query_containment_found: - final_query_containment_found[q_original_id] = False - if eval_result not in ["YES", "NO"]: - error_count += 1 - except (json.JSONDecodeError, KeyError) as e: - print(f"Error reading line {line_num + 1} during summary: {e} - Line: {line.strip()}") - error_count += 1 - - num_queries_with_any_contained = sum(1 for contained in final_query_containment_found.values() if contained) - total_unique_queries_evaluated = len(evaluated_query_original_ids) - - if total_unique_queries_evaluated > 0: - containment_rate_at_10 = num_queries_with_any_contained / total_unique_queries_evaluated - print(f"\n--- Final Statistics (Containment Check) ---") - print(f"Total unique queries processed (based on output file entries): {total_unique_queries_evaluated}") - print(f"Number of queries with at least one contained passage (YES): {num_queries_with_any_contained}") - print(f"Containment Match Rate @ Top 10 (Any YES): {containment_rate_at_10:.4f}") - print(f"Total query-passage pairs processed (lines in output file): {total_evaluated_pairs}") - if error_count > 0: - print(f"Number of evaluation errors or non-YES/NO results: {error_count}") - else: - print("No evaluation results found to summarize.") - except FileNotFoundError: - print(f"Error: Output file {OUTPUT_EVALUATION_FILE} not found for summary.") - except Exception as e: - print(f"An unexpected error occurred during summary calculation: {e}") - - print(f"\nDetailed containment evaluations saved to: {OUTPUT_EVALUATION_FILE}") - - -if __name__ == "__main__": - # Dummy files for testing the line sync logic - if not os.path.exists(QUERIES_FILE_PATH): - print(f"Warning: {QUERIES_FILE_PATH} not found. Creating dummy file.") - with open(QUERIES_FILE_PATH, 'w', encoding='utf-8') as f: - json.dump({"id": "q_alpha", "query": "Query Alpha Text", "ground_truth_message_ids": [""]}, f); f.write("\n") # Line 0 - json.dump({"id": "q_beta", "query": "Query Beta Text", "ground_truth_message_ids": [""]}, f); f.write("\n") # Line 1 - json.dump({"id": "q_gamma", "query": "Query Gamma Text", "ground_truth_message_ids": [""]}, f); f.write("\n")# Line 2 - - if not os.path.exists(RAW_PASSAGES_FILE_PATH): - print(f"Warning: {RAW_PASSAGES_FILE_PATH} not found. Creating dummy file.") - with open(RAW_PASSAGES_FILE_PATH, 'w', encoding='utf-8') as f: - json.dump({"text": "Content from message A snippet 1.", "id": 100, "message_id": ""}, f); f.write("\n") - json.dump({"text": "Content from message A snippet 2.", "id": 101, "message_id": ""}, f); f.write("\n") - json.dump({"text": "Content from message B.", "id": 200, "message_id": ""}, f); f.write("\n") - json.dump({"text": "Content from message D (unrelated).", "id": 300, "message_id": ""}, f); f.write("\n") - - # RESULTS_FILE_PATH should have results corresponding line-by-line to QUERIES_FILE_PATH - if not os.path.exists(RESULTS_FILE_PATH): - print(f"Warning: {RESULTS_FILE_PATH} not found. Creating dummy file (2 entries).") - with open(RESULTS_FILE_PATH, 'w', encoding='utf-8') as f: - # Result for query "q_alpha" (line 0 in queries file) - json.dump({"query_id": "this_can_be_ignored_if_line_sync", "passages": [{"id": 101, "text": "Content from message A snippet 2."}, {"id": 300, "text": "Content from message D (unrelated)."}]}, f); f.write("\n") - # Result for query "q_beta" (line 1 in queries file) - json.dump({"query_id": "this_too", "passages": [{"id": 999, "text": "Some other text."}, {"id": 200, "text": "Content from message B."}]}, f); f.write("\n") - # Note: Only 2 result sets, but 3 queries in dummy QUERIES_FILE_PATH. - # The script will process min(len(queries_list), len(search_results_list)) if you uncomment that logic, - # or just len(search_results_list) as it's currently written for tqdm. - - main() \ No newline at end of file diff --git a/research/utils/experiment.md b/research/utils/experiment.md deleted file mode 100644 index 9fe9d96..0000000 --- a/research/utils/experiment.md +++ /dev/null @@ -1,44 +0,0 @@ -# Recompute Embeddings Saved - -```console -python ./demo/main.py --mode serve --engine sglang --load-indices diskann --port 8082 --domain rpj_wiki --lazy --recompute --dedup --use-partition -python ./demo/embedding_server.py --domain rpj_wiki -python ./demo/test_serve.py --port 8082 --nprobe 80 --re --dedup -``` - -Result: -``` -Evaluation Results for nprobe = 80: -Final Recall Rate: 0.9333 -Average total latency: 2.427s -Average search time: 2.414s -``` - -其中,use-partition也可以不加,也可以跑。不加的效果如下: -``` -Results for nprobe = 80: -Final Recall Rate: 0.9333 -Average total latency: 2.434s -Average search time: 2.421s -``` - -# Recompute Embeddings + Loading from disk - -Remove `--dedup --use-partition` - -```console -python ./demo/main.py --mode serve --engine sglang --load-indices diskann --port 8082 --domain rpj_wiki --lazy --recompute -python ./demo/embedding_server.py --domain rpj_wiki -python ./demo/test_serve.py --port 8082 --nprobe 80 --re -``` - -Result: -``` -Evaluation Results for nprobe = 80: -Evaluation Results for nprobe = 80: -Average F1 Score: 0.5708 -Average Exact Match Score: 0.4500 -Average Recall Rate: 0.9333 -Average total latency: 3.709s -Average search time: 3.696s -``` diff --git a/research/utils/extract_results.py b/research/utils/extract_results.py deleted file mode 100755 index a8f23d2..0000000 --- a/research/utils/extract_results.py +++ /dev/null @@ -1,599 +0,0 @@ -import os -import math -import pandas as pd -import numpy as np -import re -import matplotlib.pyplot as plt -import matplotlib.ticker as ticker -import json -import pickle -import pdb - - -""" -Automatic result extraction for BM25. -""" - - -def extract_data_to_table(directory_path): - # Regular expression pattern to match the data format in file content - content_pattern = ( - r"# tokens: (\d+(\.\d+)?)\tLM PPL: (\d+(\.\d+)?)\tPPL: (\d+(\.\d+)?)" - ) - # Regular expression pattern to extract info from file names - file_name_pattern_M = r"(.+)-(\d+)M-seed_(\d+).txt" - file_name_pattern = r"(.+)-(\d+)-seed_(\d+).txt" - - # Data storage - data = [] - - # Iterating through each file in the directory - for file_name in os.listdir(directory_path): - # Checking if the file name matches the pattern - file_match_M = re.match(file_name_pattern_M, file_name) - file_match = re.match(file_name_pattern, file_name) - if file_match_M: - domain, num_samples, seed = file_match_M.groups() - - # Reading the file and extracting data - file_path = os.path.join(directory_path, file_name) - with open(file_path, "r") as file: - for line in file: - # Searching for the pattern in each line - content_match = re.search(content_pattern, line) - if content_match: - # Extracting values - tokens, lm_ppl, ppl = ( - content_match.groups()[0], - content_match.groups()[2], - content_match.groups()[4], - ) - # Adding the extracted data and extra info to the list - data.append( - { - "Domain": domain, - "Samples": int(num_samples) * 1e6, - "Seed": int(seed), - "#eval_tokens": float(tokens), - "LM_PPL": float(lm_ppl), - "PPL": float(ppl), - } - ) - elif file_match: - domain, num_samples, seed = file_match.groups() - - # Reading the file and extracting data - file_path = os.path.join(directory_path, file_name) - with open(file_path, "r") as file: - for line in file: - # Searching for the pattern in each line - content_match = re.search(content_pattern, line) - if content_match: - # Extracting values - tokens, lm_ppl, ppl = ( - content_match.groups()[0], - content_match.groups()[2], - content_match.groups()[4], - ) - # Adding the extracted data and extra info to the list - data.append( - { - "Domain": domain, - "Samples": int(num_samples), - "Seed": int(seed), - "#eval_tokens": float(tokens), - "LM_PPL": float(lm_ppl), - "PPL": float(ppl), - } - ) - - df = pd.DataFrame(data) - grouped_df = df.groupby(["Domain", "Samples", "#eval_tokens"]).mean() - - return df, grouped_df - - -""" -Automatic resutls extraction for dense retrieval. (new) -""" - - -def extract_dense_scaling_results(log_files, domain=None, plot=None): - # Regular expression pattern to match the key-value pairs in the input string - pattern = r"(\w[\w #]+) = ([\w.]+)" - - data_list = [] - for file in log_files: - with open(file, "r") as file: - for line in file: - # Use re.findall to extract all matches of the pattern - matches = re.findall(pattern, line) - - if matches: - data_dict = { - key.replace(" ", "_").lower(): ( - None - if value == "None" - else float(value) - if value.replace(".", "", 1).isdigit() - else value - ) - for key, value in matches - } - data_list.append(data_dict) - - df = pd.DataFrame(data_list) - if "total_shards" in df.columns: - df["subsample_ratio"] = df["sampled_shards"] / df["total_shards"] - else: - df["subsample_ratio"] = 1 / df["total_shards"] - df = df.sort_values(by="subsample_ratio") - print(df.head) - - if plot: - # Setting the plot size for better visibility - plt.figure(figsize=(10, 6)) - - # Plotting - for concate_k in df["concate_k"].unique(): - subset = df[df["concate_k"] == concate_k] - if concate_k == 0: - perplexity_when_concate_k_0 = subset["perplexity"].mean() - plt.axhline( - y=perplexity_when_concate_k_0, - color="r", - linestyle="-", - label="Closed-book", - ) - else: - plt.plot( - subset["subsample_ratio"], - subset["perplexity"], - label=f"Concate_k = {concate_k}", - ) - - plt.title(f"Perplexity Change with Total Shards -- {domain}") - plt.xlabel("Subsample Ratio") - plt.ylabel("Perplexity") - plt.legend() - plt.grid(True) - plt.savefig(plot) - return df - - -def plot_mmlu(): - # C4 results - labels = [ - "LM-only", - "top-1 w/ 1/32 C4 datastore", - "top-1 w/ 2/32 C4 datastore", - "top-1 w/ 3/32 C4 datastore", - "top-1 w/ 4/32 C4 datastore", - "top-1 w/ 5/32 C4 datastore", - "top-1 w/ 6/32 C4 datastore", - ] - x = [0, 1, 2, 3, 4, 5, 6] - few_shot_0_concat_1 = [30.69, 32.81, 32.05, 32.55, 32.57, 33.03, 32.88] - few_shot_1_concat_1 = [39.67, 41.03, 41.74, 42.1, 42.62, 41.55, 42.09] - few_shot_5_concat_1 = [42.47, 43.75, 44.37, 44.1, 44.84, 43.95, 44.49] - - # Plotting the data - plt.figure(figsize=(14, 8)) - - # Plot for few_shot_0_concat_1 - plt.plot( - x, - few_shot_0_concat_1, - marker="o", - linestyle="-", - color="blue", - label="Few-shot k=0, Concat k=1", - ) - - # Plot for few_shot_1_concat_1 - plt.plot( - x, - few_shot_1_concat_1, - marker="s", - linestyle="-", - color="red", - label="Few-shot k=1, Concat k=1", - ) - - # Plot for few_shot_5_concat_1 - plt.plot( - x, - few_shot_5_concat_1, - marker="^", - linestyle="-", - color="green", - label="Few-shot k=5, Concat k=1", - ) - - # Adding details - plt.title("MMLU Performance") - plt.xlabel("Retrieval-based LM Datastore Composition") - plt.ylabel("Accuracy") - plt.xticks(ticks=x, labels=labels, rotation=45, ha="right") - plt.legend() - plt.tight_layout() - plt.grid(True) - plt.savefig("mmlu_c4_scaling.png") - - -def extract_lm_eval_results( - result_dir, task_name, model_name, n_shot_list, n_doc_list, datastore_name_filter="" -): - markers = ["o", "s", "^", "D", "*", "p", "H", "x"] - colors = plt.cm.tab20.colors - - all_data = [] - for subdir, dirs, files in os.walk(result_dir): - num_ints = len(os.path.basename(subdir).split("-")) - for file in files: - if file.endswith(".jsonl"): - file_path = os.path.join(subdir, file) - with open(file_path, "r") as f: - for line in f: - data = json.loads(line) - data["SubdirLevel"] = num_ints - data["n-shot"], data["n-doc"] = ( - int(data["n-shot"]), - int(data["n-doc"]), - ) - data["Value"] = float(data["Value"]) - all_data.append(data) - - filtered_data = [ - d - for d in all_data - if datastore_name_filter in result_dir - and d["n-shot"] in n_shot_list - and d["n-doc"] in n_doc_list - and d["SubdirLevel"] > 0 - ] - - plot_data = {} - for d in filtered_data: - key = (d["n-shot"], d["n-doc"]) - plot_data.setdefault(key, []).append((d["SubdirLevel"], d["Value"])) - - sorted_keys = sorted(plot_data.keys(), key=lambda x: (x[0], x[1])) - - closed_book_values = {} - for i, key in enumerate(sorted_keys): - n_shot, n_doc = key - if n_doc == 0: - value = plot_data[key][-1][-1] - closed_book_values.update({n_shot: value}) - - plt.figure(figsize=(15, 10)) - for i, key in enumerate(sorted_keys): - n_shot, n_doc = key - if n_doc == 0: - continue - values = plot_data[key] - values.append( - (0, closed_book_values[n_shot]) - if n_shot in closed_book_values.keys() - else (0, None) - ) - values.sort() # Ensure the values are sorted by SubdirLevel - x_values, y_values = zip(*values) # Unzip the tuple pairs to separate lists - marker = markers[n_shot] if n_doc else "" - color = colors[i % len(colors)] # Choose a color from the colormap - label = f"n-shot={n_shot}, n-doc={n_doc}" - plt.plot( - x_values, y_values, marker=marker, color=color, linestyle="-", label=label - ) - - # plt.gca().yaxis.set_major_locator(ticker.MaxNLocator(nbins='auto', steps=[1, 2, 5, 10])) - - if subject_name == "mmlu": - plot_dir = os.path.join("plots", "mmlu") - else: - plot_dir = "plots" - os.makedirs(plot_dir, exist_ok=True) - - plt.xlabel("Number of Index Shards") - plt.ylabel("Accuracy") - plt.title(f"{task_name} scaling performance with {model_name}") - plt.legend() - plt.grid(True) - plt.savefig(f"{plot_dir}/{task_name}_{model_name}.png") - - return all_data - - -def plot_mmlu_persub_figures(directory="plots"): - files = [ - file - for file in os.listdir(directory) - if file.startswith("mmlu_") and file.endswith(".png") - ] - plots_per_figure = 16 - for i in range(0, len(files), plots_per_figure): - # Create a new figure - fig, axs = plt.subplots(4, 4, figsize=(20, 20)) - - # Flatten the axis array for easy indexing - axs = axs.flatten() - - # Iterate over each subplot in the current figure - for ax, file in zip(axs, files[i : i + plots_per_figure]): - # Read the image file - img = plt.imread(os.path.join(directory, file)) - - # Display the image in the subplot - ax.imshow(img) - ax.set_title(file) - ax.axis("off") # Hide axes - - # Adjust layout and display the figure - plt.tight_layout() - plt.savefig(f"mmlu_persub_{i}.png") - - -def plot_calibration_figures(domain, shard_id=8, show_ci=True, show_all_points=False): - if show_all_points: - show_ci = False - - data_path = f"out_calibration/{shard_id}_shard_{domain}/calibration_results_decon_rpj_{domain}_None_samples.pkl" - - with open(data_path, "rb") as file: - all_results = pickle.load(file) - - all_lm_losses = [item[0] for item in all_results] - all_retrieval_scores = [item[1] for item in all_results] - print(f"Total {len(all_lm_losses)} examples.") - - # Compute PPL of top-1 doc v.s. golden doc from top-100 - losses_top1 = [losses[0] for losses in all_lm_losses] - avg_losses_top1 = sum(losses_top1) / len(losses_top1) - ppl_losses_top1 = math.exp(avg_losses_top1) - - lossed_top100_gold = [min(losses) for losses in all_lm_losses] - avg_losses_top100_gold = sum(lossed_top100_gold) / len(lossed_top100_gold) - ppl_lossed_top100_gold = math.exp(avg_losses_top100_gold) - - print( - f"Top-1 doc PPL: {ppl_losses_top1:.4f}\nGold doc from top-100 PPL: {ppl_lossed_top100_gold:.4f}" - ) - - # Calibration plot - lm_losses = np.array(all_lm_losses) - retrieval_scores = np.array(all_retrieval_scores) - - from scipy.special import softmax - import scipy.stats as stats - - softmax_lm_losses = softmax(lm_losses, axis=1) - softmax_retrieval_scores = softmax(retrieval_scores, axis=1) - - if show_all_points: - lm_losses = lm_losses.flatten() - retrieval_scores = retrieval_scores.flatten() - - plt.figure(figsize=(8, 6)) - plt.plot(lm_losses, retrieval_scores, marker="o", linestyle="") - plt.title(f"Calibration Curve with {shard_id} Shards") - plt.xlabel("LM Losses") - plt.ylabel("Retrieval Scores") - plt.grid(True) - plt.savefig(f"out_calibration/calibration_all_{shard_id}_shard_{domain}.png") - - elif show_ci: - lm_losses_mean = np.mean(lm_losses, axis=0) - retrieval_scores_mean = np.mean(retrieval_scores, axis=0) - - lm_losses_sem = stats.sem(lm_losses, axis=0) - retrieval_scores_sem = stats.sem(retrieval_scores, axis=0) - - # Assuming a 95% confidence interval, z-score is approximately 1.96 for a normal distribution - z_score = 1.96 - losses_ci = lm_losses_sem * z_score - retrieval_ci = retrieval_scores_sem * z_score - - plt.figure(figsize=(10, 6)) - plt.errorbar( - lm_losses_mean, - retrieval_scores_mean, - xerr=losses_ci, - yerr=retrieval_ci, - fmt="o", - ecolor="lightgray", - alpha=0.5, - capsize=5, - ) - plt.xlabel("LM Losses") - plt.ylabel("Retrieval Scores") - plt.title( - f"Calibration plot for {shard_id}-shard {domain} with Confidence Intervals" - ) - plt.grid(True) - plt.savefig(f"out_calibration/calibration_ci_{shard_id}_shard_{domain}.png") - - else: - lm_losses = np.mean(lm_losses, axis=0) - retrieval_scores = np.mean(retrieval_scores, axis=0) - - plt.figure(figsize=(8, 6)) - plt.plot(lm_losses, retrieval_scores, marker="o", linestyle="") - plt.title(f"Calibration Curve with {shard_id} Shards") - plt.xlabel("LM Losses") - plt.ylabel("Retrieval Scores") - plt.grid(True) - plt.savefig(f"out_calibration/calibration_{shard_id}_shard_{domain}.png") - - return ppl_losses_top1, ppl_lossed_top100_gold, all_lm_losses, all_retrieval_scores - - -def plot_top1_vs_best_doc(domain, total_shards=8): - lm_only_ppl = { - "books": 21.5250, - "stackexchange": 11.5948, - "wiki": 14.0729, - } - - top1_losses, best_losses = [], [] - for shard_id in range(1, total_shards + 1): - top1_loss, best_loss, _, _ = plot_calibration_figures(domain, shard_id) - top1_losses.append(top1_loss) - best_losses.append(best_loss) - - x = [i for i in range(1, total_shards + 1)] - plt.figure(figsize=(10, 6)) - - # Plotting - if lm_only_ppl[domain]: - plt.axhline( - y=lm_only_ppl[domain], color="r", linestyle="-", label="Closed-book" - ) - - plt.plot(x, top1_losses, label=f"Top-1 Doc") - plt.plot(x, best_losses, label=f"Gold Doc") - - plt.title(f"Perplexity Change with Total Shards") - plt.xlabel("Number of Shards") - plt.ylabel("Perplexity") - plt.legend() - plt.grid(True) - plt.savefig(f"best_plot_{domain}.png") - - -def plot_top1_vs_best_doc_per_sample(domain, shard_id, show_top_k=10, special_mark_k=0): - _, _, all_lm_losses, all_retrieval_scores = plot_calibration_figures( - domain, shard_id - ) - all_sorted_lm_losses, all_sorted_retrieval_scores = [], [] - for lm_losses, retrieval_scores in zip(all_retrieval_scores, all_lm_losses): - sorted_scores, sorted_losses = zip( - *sorted(zip(retrieval_scores, lm_losses), reverse=True) - ) - all_sorted_lm_losses.append(sorted_losses) - all_sorted_retrieval_scores.append(sorted_scores) - - num_samples = len(all_lm_losses) - x = [i for i in range(num_samples)] - plt.figure(figsize=(25, 6)) - - # Plotting - for i in range(show_top_k - 1, -1, -1): - plt.plot( - x, - [losses[i] for losses in all_sorted_lm_losses], - label=f"Top-{i + 1}th Doc", - marker="x" if i == special_mark_k else "o", - linestyle="", - ) - - plt.title(f"Per-sample Loss of {domain} with 1 retrieved doc") - plt.xlabel("Index of the Evaluation Sample") - plt.ylabel("Loss") - plt.legend(loc="upper left", bbox_to_anchor=(1, 1)) - plt.grid(True) - plt.savefig(f"per_sample_{domain}.png") - - -def compute_variance_across_hards(path, n_shot=5, n_doc=3): - all_data = [] - for subdir, dirs, files in os.walk(path): - num_ints = len(os.path.basename(subdir).split("-")) - for file in files: - if file.endswith(".jsonl"): - file_path = os.path.join(subdir, file) - with open(file_path, "r") as f: - for line in f: - data = json.loads(line) - data["SubdirLevel"] = num_ints - data["n-shot"], data["n-doc"] = ( - int(data["n-shot"]), - int(data["n-doc"]), - ) - data["Value"] = float(data["Value"]) - all_data.append(data) - - plot_data = {} - for d in all_data: - key = (d["n-shot"], d["n-doc"]) - plot_data.setdefault(key, []).append((d["SubdirLevel"], d["Value"])) - - files_end = [d.split("/")[-1] for d, _, _ in os.walk(path)] - shard_ids = [int(i) for i in files_end[1:]] - key = n_shot, n_doc - values = plot_data[key] - _, y_values = zip(*values) - - plt.figure(figsize=(10, 6)) - try: - plt.plot(shard_ids, y_values, marker="o", linestyle="") - except: - print(f"mismatched size for {key}: {len(shard_ids)}, {len(y_values)}") - - print(y_values) - print(f"Saving to {f'per_sample_{files_end[0]}.png'}") - - plt.xlabel("Single-shard Index ID") - plt.ylabel("PPL") - plt.grid(True) - plt.savefig(f"per_sample_{files_end[0]}.png") - - -if __name__ == "__main__": - # # Replace with your directory path - # directory_path = "out/2023_dec_25_single_domain" - - # # Extracting data to a table with additional information - # df, grouped_df = extract_data_to_table(directory_path) - # print(grouped_df) - # print(grouped_df.index.get_level_values("Samples (M)").to_numpy()) - - plot_info_list = [ - # {'logfile': 'rpj_c4.log', 'domain': 'rpj-c4', 'plot': 'scaling_c4_single_index_plot.png'}, - # {'logfile': 'rpj_arxiv.log', 'domain': 'rpj-arxiv', 'plot': 'scaling_arxiv_plot.png'}, - # {'logfile': 'rpj_book_scaling.log', 'domain': 'rpj-book', 'plot': 'scaling_book_plot.png'}, - # {'logfile': 'rpj_github_scaling.log', 'domain': 'rpj-github', 'plot': 'scaling_github_plot.png'}, - # {'logfile': 'rpj_stackexchange_scaling.log', 'domain': 'rpj-stackexchange', 'plot': 'scaling_stackexchange_plot.png'}, - # {'logfile': 'rpj_wiki.log', 'domain': 'rpj-wiki', 'plot': 'scaling_wiki_plot.png'}, - # {'logfile': 'out/2024_apr_decon/decon_rpj_wiki_contriever_ppl.log', 'domain': 'rpj-wiki-decon-contriever', 'plot': 'scaling_wiki_decon_plot_contriever.png'}, - # {'logfile': 'out/2024_apr_decon/decon_rpj_book_contriever_ppl.log', 'domain': 'rpj-book-decon-contriever', 'plot': 'scaling_book_decon_plot_contriever.png'}, - # {'logfile': 'out/2024_apr_decon/decon_rpj_arxiv_contriever_ppl.log', 'domain': 'rpj-arxiv-decon-contriever', 'plot': 'scaling_arxiv_decon_plot_contriever.png'}, - # {'logfile': 'out/2024_apr_decon/decon_rpj_stackexchange_contriever_ppl.log', 'domain': 'rpj-stackexchange-decon-contriever', 'plot': 'scaling_stackexchange_decon_plot_contriever.png'}, - # {'logfile': 'out/2024_apr_decon/decon_rpj_stackexchange_dragon_ppl.log', 'domain': 'rpj-stackexchange-decon-dragon', 'plot': 'scaling_stackexchange_decon_plot_dragon.png'}, - # {'logfile': 'out/2024_apr_decon/decon_rpj_wiki_dragon_ppl.log', 'domain': 'rpj-wiki-decon-dragon', 'plot': 'scaling_wiki_decon_plot_dragon.png'}, - # {'logfile': 'out/2024_apr_decon/decon_rpj_arxiv_dragon_ppl.log', 'domain': 'rpj-arxiv-decon-dragon', 'plot': 'scaling_arxiv_decon_plot_dragon.png'}, - # {'logfile': 'out/2024_apr_decon/decon_rpj_book_dragon_ppl.log', 'domain': 'rpj-book-decon-dragon', 'plot': 'scaling_book_decon_plot_dragon.png'}, - ] - - # for plot_info in plot_info_list: - # extract_dense_scaling_results([plot_info['logfile']], plot_info['domain'], plot_info['plot']) - - model_name = "lclm" - subject_name = "gsm8k" - datastore_name = "c4" - result_dir = f"/gscratch/zlab/rulins/Scaling/lm_eval_results/{model_name}" - - all_subjects = [ - file - for file in os.listdir(result_dir) - if subject_name in file and datastore_name in file - ] - for subject in all_subjects: - file_name = subject - print(file_name) - extract_lm_eval_results( - os.path.join(result_dir, file_name), - subject, - model_name, - [0, 5], # few-shot - [0, 3], # n-doc - file_name, - ) - - # plot_mmlu_persub_figures("plots/mmlu") - - # compute_variance_across_hards(f'/gscratch/zlab/rulins/Scaling/lm_eval_results/llama2-7b/subsample/nq_open-rpj_c4-32_shards') - # compute_variance_across_hards(f'/gscratch/zlab/rulins/Scaling/lm_eval_results/llama2-7b/subsample/medqa_4options-rpj_c4-32_shards') - - # plot_calibration_figures(domain='wiki', shard_id=1, show_all_points=True) - # plot_top1_vs_best_doc_per_sample(domain='stackexchange', shard_id=1, show_top_k=10, special_mark_k=0) diff --git a/research/utils/faiss.md b/research/utils/faiss.md deleted file mode 100644 index 67eb7a3..0000000 --- a/research/utils/faiss.md +++ /dev/null @@ -1,20 +0,0 @@ -sudo apt-get install libgflags-dev - -uv pip install swig - -sudo apt-get update && sudo apt-get install libzmq3-dev libmsgpack-dev pkg-config - -/home/ubuntu/Power-RAG/.venv/bin/cmake -B build -DCMAKE_EXPORT_COMPILE_COMMANDS:BOOL=TRUE -DFAISS_ENABLE_PYTHON=ON -DFAISS_ENABLE_GPU=OFF -DCMAKE_BUILD_TYPE=Debug . - -make -C build -j faiss && make -C build -j swigfaiss && uv pip install -e build/faiss/python - - - -## Some outdated info (may not needeed) - -&& cp ./build/faiss/python/_swigfaiss.so /home/andy/Power-RAG/.venv/lib/python3.10/site-packages/faiss-1.10.0-py3.10.egg/faiss/ - - -export LD_PRELOAD="/lib/x86_64-linux-gnu/libiomp5.so /lib/x86_64-linux-gnu/libmkl_core.so /lib/x86_64-linux-gnu/libmkl_intel_lp64.so /lib/x86_64-linux-gnu/libmkl_intel_thread.so" - -set -x LD_PRELOAD "/lib/x86_64-linux-gnu/libiomp5.so /lib/x86_64-linux-gnu/libmkl_core.so /lib/x86_64-linux-gnu/libmkl_intel_lp64.so /lib/x86_64-linux-gnu/libmkl_intel_thread.so" \ No newline at end of file diff --git a/research/utils/find_probe.py b/research/utils/find_probe.py deleted file mode 100644 index 189c872..0000000 --- a/research/utils/find_probe.py +++ /dev/null @@ -1,739 +0,0 @@ -#!/usr/bin/env python3 -import subprocess -import json -import re -import numpy as np -import matplotlib.pyplot as plt -from typing import List, Dict, Any, Tuple, Optional -import os -import time -import sys -import argparse -import concurrent.futures -import signal -import psutil - -parser = argparse.ArgumentParser() -parser.add_argument("--path-suffix", type=str, default="", help="Path suffix for the index") -parser.add_argument("--pq-compressed", type=int, default=None) -parser.add_argument("--beam-width", type=int, default=2, help="DiskANN beam width for search (controls number of IO requests per iteration)") -parser.add_argument("--index-type", type=str, default="diskann", help="Index type to test (default: diskann)") -parser.add_argument("--task", type=str, default="nq", help="Task to run (default: nq)") -parser.add_argument("--max-workers", type=int, default=1, help="Maximum number of concurrent processes") -parser.add_argument("--timeout", type=int, default=1800, help="Timeout for each process in seconds") -parser.add_argument("--retry-count", type=int, default=2, help="Number of retries for failed runs") -parser.add_argument( - "--target-recalls", - type=float, - nargs='+', - default=[0.85, 0.90, 0.95], - help="Target recalls to achieve (e.g., --target-recalls 0.85 0.90 0.95)" -) -args = parser.parse_args() -path_suffix = args.path_suffix - -pq_compressed = args.pq_compressed -beam_width = args.beam_width -max_workers = args.max_workers -timeout = args.timeout -retry_count = args.retry_count - -TARGET_RECALLS = args.target_recalls - -task = args.task - -# Process management -running_processes = {} # PID -> Process object - -# Based on previous data, search around these values -if args.index_type == "diskann": - if task == "nq": - if pq_compressed is None: - NPROBE_RANGES = { - 0.85: range(10, 50), - 0.90: range(62, 67), # Narrow range around 64 (63, 64, 65, 66) - 0.95: range(190, 195) # Narrow range around 192 (190, 191, 192, 193, 194) - } - elif pq_compressed == 10: - NPROBE_RANGES = { - 0.85: range(10, 70), - 0.90: range(90, 127), # Narrow range around 64 (63, 64, 65, 66) - 0.95: range(200, 384) # Narrow range around 192 (190, 191, 192, 193, 194) - } - elif pq_compressed == 20: - NPROBE_RANGES = { - 0.85: range(10, 50), - 0.90: range(64, 128), # Narrow range around 64 (63, 64, 65, 66) - 0.95: range(188, 192) # Narrow range around 192 (190, 191, 192, 193, 194) - } - elif pq_compressed == 5: - NPROBE_RANGES = { - 0.85: range(10, 500), - 0.90: range(768, 2000), # Narrow range around 64 (63, 64, 65, 66) - 0.95: range(3000, 4096) # Narrow range around 192 (190, 191, 192, 193, 194) - } - elif task == "trivia": - if pq_compressed is None: - NPROBE_RANGES = { - 0.85: range(90, 150), - 0.90: range(150, 200), # Narrow range around 64 (63, 64, 65, 66) - 0.95: range(200, 300) # Narrow range around 192 (190, 191, 192, 193, 194) - } - elif task == "gpqa": - if pq_compressed is None: - NPROBE_RANGES = { - 0.85: range(1, 30), - 0.90: range(1, 30), # Narrow range around 64 (63, 64, 65, 66) - 0.95: range(1, 30) # Narrow range around 192 (190, 191, 192, 193, 194) - } - elif task == "hotpot": - if pq_compressed is None: - NPROBE_RANGES = { - 0.85: range(19, 160), - 0.90: range(120, 210), # Narrow range around 64 (63, 64, 65, 66) - 0.95: range(1000, 1200) # Narrow range around 192 (190, 191, 192, 193, 194) - } -elif args.index_type == "ivf_disk": - if task == "nq": - assert pq_compressed is None - NPROBE_RANGES = { - 0.85: range(13, 16), - 0.90: range(30,40), - 0.95: range(191, 194) - } - elif task == "trivia": - assert pq_compressed is None - NPROBE_RANGES = { - 0.85: range(13, 50), - 0.90: range(30, 100), - 0.95: range(100, 400) - } - elif task == "gpqa": - assert pq_compressed is None - NPROBE_RANGES = { - 0.85: range(1, 30), - 0.90: range(1, 30), # Narrow range around 64 (63, 64, 65, 66) - 0.95: range(1, 30) # Narrow range around 192 (190, 191, 192, 193, 194) - } - elif task == "hotpot": - NPROBE_RANGES = { - 0.85: range(13, 100), - 0.90: range(30, 200), - 0.95: range(191, 700) - } -elif args.index_type == "hnsw": - if task == "nq": - NPROBE_RANGES = { - 0.85: range(130, 140), - 0.90: range(550, 666), - 0.95: range(499, 1199), - } - if task == "gpqa": - NPROBE_RANGES = { - 0.85: range(40, 70), - 0.90: range(60, 100), - 0.95: range(200, 500), - } - elif task == "hotpot": - NPROBE_RANGES = { - 0.85: range(450, 480), - 0.90: range(1000, 1300), - 0.95: range(2000, 4000), - } - elif task == "trivia": - NPROBE_RANGES = { - 0.85: range(100, 400), - 0.90: range(700, 1800), - 0.95: range(506, 1432) - } - -# Create a directory for logs if it doesn't exist -os.makedirs("nprobe_logs", exist_ok=True) - -# Set up signal handling for clean termination -def signal_handler(sig, frame): - print("Received termination signal. Cleaning up running processes...") - for pid, process in running_processes.items(): - try: - if process.poll() is None: # Process is still running - print(f"Terminating process {pid}...") - process.terminate() - time.sleep(0.5) - if process.poll() is None: # If still running after terminate - print(f"Killing process {pid}...") - process.kill() - - # Kill any child processes - try: - parent = psutil.Process(pid) - children = parent.children(recursive=True) - for child in children: - print(f"Killing child process {child.pid}...") - child.kill() - except (psutil.NoSuchProcess, psutil.AccessDenied): - pass - except: - pass - - print("All processes terminated. Exiting.") - sys.exit(1) - -# Register signal handlers -signal.signal(signal.SIGINT, signal_handler) -signal.signal(signal.SIGTERM, signal_handler) - -def run_batch_demo(nprobe: int, retry: int = 0) -> Optional[float]: - """Run main.py in batch mode with a specific nprobe value and extract the recall.""" - command = f"python -u ./demo/main.py --search-only --load-indices {args.index_type} --domain rpj_wiki --lazy-load-passages --nprobe {nprobe} --task {task} --skip-passages" - if pq_compressed is not None: - command += f" --diskann-search-memory-maximum {pq_compressed}" - if beam_width is not None: - command += f" --diskann-beam-width {beam_width}" - if args.index_type == "hnsw": - command += f" --hnsw-old" - # command += " --embedder intfloat/multilingual-e5-small" - - cmd = [ - "fish", "-c", - # f"set -gx LD_PRELOAD \"/lib/x86_64-linux-gnu/libmkl_core.so /lib/x86_64-linux-gnu/libmkl_intel_lp64.so /lib/x86_64-linux-gnu/libmkl_intel_thread.so /lib/x86_64-linux-gnu/libiomp5.so\" && " - "source ./.venv/bin/activate.fish &&" - + command - ] - - print(f"Running with nprobe={nprobe}, beam_width={beam_width}, retry={retry}/{retry_count}") - log_file = f"nprobe_logs/nprobe_{nprobe}_beam{beam_width}_{path_suffix}_retry{retry}.log" - - try: - # Also save the command to the log file - with open(log_file, "w") as f: - f.write(f"Command: {cmd[1]}\n\n") - f.write(f"Start time: {time.strftime('%Y-%m-%d %H:%M:%S')}\n\n") - f.write("=== OUTPUT BEGINS ===\n") - - # Run the command and tee the output to both stdout and the log file - with open(log_file, "a") as f: - process = subprocess.Popen( - cmd, - stdout=subprocess.PIPE, - stderr=subprocess.STDOUT, - text=True, - bufsize=1 # Line buffered - ) - - # Register the process for cleanup - pid = process.pid - running_processes[pid] = process - - # Process output line by line for real-time logging - if process.stdout: # Check if stdout is not None - # Set a timeout - start_time = time.time() - current_output = "" - - while process.poll() is None: - # Check for timeout - if time.time() - start_time > timeout: - print(f"Process timeout for nprobe={nprobe}, killing...") - f.write("\n\nProcess timed out, killing...\n") - process.terminate() - time.sleep(0.5) - if process.poll() is None: - process.kill() - - # Clean up child processes - try: - parent = psutil.Process(pid) - children = parent.children(recursive=True) - for child in children: - child.kill() - except (psutil.NoSuchProcess, psutil.AccessDenied): - pass - - if pid in running_processes: - del running_processes[pid] - - # Retry if we have attempts left - if retry < retry_count: - print(f"Retrying nprobe={nprobe}...") - return run_batch_demo(nprobe, retry + 1) - return None - - # Read output with a small timeout to allow for process checking - try: - line = process.stdout.readline() - if not line: - time.sleep(0.1) # Small pause to avoid busy waiting - continue - - print(line, end='') # Print to console - f.write(line) # Write to log file - f.flush() # Make sure it's written immediately - except: - time.sleep(0.1) - - exit_code = process.wait() - - # Process complete, remove from running list - if pid in running_processes: - del running_processes[pid] - - f.write(f"\nExit code: {exit_code}\n") - f.write(f"End time: {time.strftime('%Y-%m-%d %H:%M:%S')}\n") - - # Re-read the log file to extract recall rate - with open(log_file, "r") as f: - log_content = f.read() - - # Try multiple patterns to find recall rate - recall = None - patterns = [ - fr"Avg recall rate for {args.index_type}: ([0-9.]+)", - r"recall: ([0-9.]+)", - fr"{args.index_type}.*?recall.*?([0-9.]+)", - fr"recall.*?{args.index_type}.*?([0-9.]+)" - ] - - for pattern in patterns: - matches = re.findall(pattern, log_content, re.IGNORECASE) - if matches: - try: - recall = float(matches[-1]) # Take the last one if multiple matches - print(f"Found recall rate using pattern: {pattern}") - break - except ValueError: - continue - - if recall is None: - print(f"Warning: Could not extract recall rate from output log {log_file}") - # Try to find any number that looks like a recall rate (between 0 and 1) - possible_recalls = re.findall(r"recall.*?([0-9]+\.[0-9]+)", log_content, re.IGNORECASE) - if possible_recalls: - try: - recall_candidates = [float(r) for r in possible_recalls if 0 <= float(r) <= 1] - if recall_candidates: - recall = recall_candidates[-1] # Take the last one - print(f"Guessed recall rate: {recall} (based on pattern matching)") - except ValueError: - pass - - if recall is None: - # Log this failure with more context - with open("nprobe_logs/failed_recalls.log", "a") as f: - f.write(f"Failed to extract recall for nprobe={nprobe} at {time.strftime('%Y-%m-%d %H:%M:%S')}\n") - - # Retry if we have attempts left - if retry < retry_count: - print(f"Retrying nprobe={nprobe} due to failed recall extraction...") - return run_batch_demo(nprobe, retry + 1) - - return None - - print(f"nprobe={nprobe}, recall={recall:.4f}") - return recall - - except subprocess.TimeoutExpired: - print(f"Command timed out for nprobe={nprobe}") - with open(log_file, "a") as f: - f.write("\n\nCommand timed out after 1800 seconds\n") - - # Retry if we have attempts left - if retry < retry_count: - print(f"Retrying nprobe={nprobe}...") - return run_batch_demo(nprobe, retry + 1) - - return None - - except Exception as e: - print(f"Error running command for nprobe={nprobe}: {e}") - with open(log_file, "a") as f: - f.write(f"\n\nError: {e}\n") - - # Retry if we have attempts left - if retry < retry_count: - print(f"Retrying nprobe={nprobe} due to error: {e}...") - return run_batch_demo(nprobe, retry + 1) - - return None - -def batch_run_nprobe_values(nprobe_values): - """Run multiple nprobe values in parallel with a thread pool.""" - results = {} - - with concurrent.futures.ThreadPoolExecutor(max_workers=max_workers) as executor: - future_to_nprobe = {executor.submit(run_batch_demo, nprobe): nprobe for nprobe in nprobe_values} - - for future in concurrent.futures.as_completed(future_to_nprobe): - nprobe = future_to_nprobe[future] - try: - recall = future.result() - if recall is not None: - results[nprobe] = recall - print(f"Completed nprobe={nprobe} with recall={recall:.4f}") - except Exception as e: - print(f"Error processing nprobe={nprobe}: {e}") - - return results - -def adaptive_search_nprobe(target_recall: float, min_nprobe: int, max_nprobe: int, tolerance: float = 0.001) -> Dict: - """ - Use an adaptive search strategy to find the optimal nprobe value for a target recall. - Combines binary search with exploration to handle non-linear relationships. - - Args: - target_recall: The target recall to achieve - min_nprobe: Minimum nprobe value to start search - max_nprobe: Maximum nprobe value for search - tolerance: How close we need to get to the target_recall - - Returns: - Dictionary with the best nprobe, achieved recall, and other metadata - """ - print(f"\nAdaptive searching for nprobe that achieves {target_recall*100:.1f}% recall...") - print(f"Search range: {min_nprobe} - {max_nprobe}") - - with open(f"nprobe_logs/summary_{path_suffix}.log", "a") as f: - f.write(f"\nAdaptive searching for nprobe that achieves {target_recall*100:.1f}% recall...\n") - f.write(f"Search range: {min_nprobe} - {max_nprobe}\n") - - best_result = {"nprobe": None, "recall": None, "difference": float('inf')} - all_results = {"nprobe": [], "recall": []} - - # Save initial file for this search - search_results_file = f"nprobe_logs/search_results_{path_suffix}_{target_recall:.2f}.json" - search_data = { - "target": target_recall, - "current_best": best_result, - "all_results": all_results, - "timestamp": time.strftime("%Y-%m-%d %H:%M:%S"), - "search_range": {"min": min_nprobe, "max": max_nprobe} - } - - with open(search_results_file, "w") as f: - json.dump(search_data, f, indent=2) - - # Start with a strategic sampling to understand the recall curve - # Choose more points if the range is large - range_size = max_nprobe - min_nprobe - if range_size > 500: - num_initial_samples = 5 - elif range_size > 100: - num_initial_samples = 4 - else: - num_initial_samples = 3 - - sample_points = [min_nprobe] - step = range_size // (num_initial_samples - 1) - for i in range(1, num_initial_samples - 1): - sample_points.append(min_nprobe + i * step) - sample_points.append(max_nprobe) - - # Run initial sample points in parallel - initial_results = batch_run_nprobe_values(sample_points) - - # Update all_results and best_result based on initial_results - for nprobe, recall in initial_results.items(): - all_results["nprobe"].append(nprobe) - all_results["recall"].append(recall) - - diff = abs(recall - target_recall) - if diff < best_result["difference"]: - best_result = {"nprobe": nprobe, "recall": recall, "difference": diff} - - # Update search results file - search_data = { - "target": target_recall, - "current_best": best_result, - "all_results": all_results, - "timestamp": time.strftime("%Y-%m-%d %H:%M:%S"), - "search_range": {"min": min_nprobe, "max": max_nprobe} - } - with open(search_results_file, "w") as f: - json.dump(search_data, f, indent=2) - - # Check if we've already reached target within tolerance - if best_result["difference"] <= tolerance: - print(f"Found good enough nprobe value: {best_result['nprobe']} with recall {best_result['recall']:.4f}") - return best_result - - # Analyze initial results to decide on next strategy - # Sort results by nprobe - sorted_results = sorted([(n, r) for n, r in zip(all_results["nprobe"], all_results["recall"])]) - nprobes, recalls = zip(*sorted_results) - - # Check if the relationship is monotonic - is_monotonic = all(recalls[i] <= recalls[i+1] for i in range(len(recalls)-1)) or \ - all(recalls[i] >= recalls[i+1] for i in range(len(recalls)-1)) - - if is_monotonic: - print("Relationship appears monotonic, proceeding with binary search.") - # Find the two closest points that bracket the target - bracket_low, bracket_high = None, None - for i in range(len(recalls)-1): - if (recalls[i] <= target_recall <= recalls[i+1]) or (recalls[i] >= target_recall >= recalls[i+1]): - bracket_low, bracket_high = nprobes[i], nprobes[i+1] - break - - if bracket_low is None: - # Target is outside our current range, adjust range - if all(r < target_recall for r in recalls): - # All recalls are too low, need to increase nprobe - bracket_low = nprobes[-1] - bracket_high = min(max_nprobe, nprobes[-1] * 2) - else: - # All recalls are too high, need to decrease nprobe - bracket_low = max(min_nprobe, nprobes[0] // 2) - bracket_high = nprobes[0] - - # Binary search between bracket_low and bracket_high - while abs(bracket_high - bracket_low) > 3: - mid_nprobe = (bracket_low + bracket_high) // 2 - if mid_nprobe in initial_results: - mid_recall = initial_results[mid_nprobe] - else: - mid_recall = run_batch_demo(mid_nprobe) - if mid_recall is not None: - all_results["nprobe"].append(mid_nprobe) - all_results["recall"].append(mid_recall) - - diff = abs(mid_recall - target_recall) - if diff < best_result["difference"]: - best_result = {"nprobe": mid_nprobe, "recall": mid_recall, "difference": diff} - - # Update search results file - search_data["current_best"] = best_result - search_data["all_results"] = all_results - with open(search_results_file, "w") as f: - json.dump(search_data, f, indent=2) - - # Check if we're close enough - if mid_recall is not None: - if abs(mid_recall - target_recall) <= tolerance: - break - - # Adjust brackets - if mid_recall < target_recall: - bracket_low = mid_nprobe - else: - bracket_high = mid_nprobe - else: - # If we failed to get a result, try a different point - bracket_high = mid_nprobe - 1 - else: - print("Relationship appears non-monotonic, using adaptive sampling.") - # For non-monotonic relationships, we'll use adaptive sampling - # First, find the best current point - best_idx = recalls.index(min(recalls, key=lambda r: abs(r - target_recall))) - best_nprobe = nprobes[best_idx] - - # Try points around the best point with decreasing radius - radius = max(50, (max_nprobe - min_nprobe) // 10) - min_radius = 3 - - while radius >= min_radius: - # Try points at current radius around best_nprobe - test_points = [] - lower_bound = max(min_nprobe, best_nprobe - radius) - upper_bound = min(max_nprobe, best_nprobe + radius) - - if lower_bound not in initial_results and lower_bound != best_nprobe: - test_points.append(lower_bound) - if upper_bound not in initial_results and upper_bound != best_nprobe: - test_points.append(upper_bound) - - # Add a point in the middle if range is large enough - if upper_bound - lower_bound > 2*radius/3 and len(test_points) < max_workers: - mid_point = (lower_bound + upper_bound) // 2 - if mid_point not in initial_results and mid_point != best_nprobe: - test_points.append(mid_point) - - # Run tests - if test_points: - new_results = batch_run_nprobe_values(test_points) - initial_results.update(new_results) - - # Update all_results and best_result - for nprobe, recall in new_results.items(): - all_results["nprobe"].append(nprobe) - all_results["recall"].append(recall) - - diff = abs(recall - target_recall) - if diff < best_result["difference"]: - best_result = {"nprobe": nprobe, "recall": recall, "difference": diff} - best_nprobe = nprobe # Update the center for next iteration - - # Update search results file - search_data["current_best"] = best_result - search_data["all_results"] = all_results - with open(search_results_file, "w") as f: - json.dump(search_data, f, indent=2) - - # Check if we're close enough - if best_result["difference"] <= tolerance: - break - - # Reduce radius for next iteration - radius = max(min_radius, radius // 2) - - # After search, do a final fine-tuning around the best result - if best_result["nprobe"] is not None: - fine_tune_range = range(max(min_nprobe, best_result["nprobe"] - 2), - min(max_nprobe, best_result["nprobe"] + 3)) - - fine_tune_points = [n for n in fine_tune_range if n not in all_results["nprobe"]] - if fine_tune_points: - fine_tune_results = batch_run_nprobe_values(fine_tune_points) - - for nprobe, recall in fine_tune_results.items(): - all_results["nprobe"].append(nprobe) - all_results["recall"].append(recall) - - diff = abs(recall - target_recall) - if diff < best_result["difference"]: - best_result = {"nprobe": nprobe, "recall": recall, "difference": diff} - - # Final update to search results file - search_data["current_best"] = best_result - search_data["all_results"] = all_results - search_data["search_range"] = {"min": min_nprobe, "max": max_nprobe, "phase": "fine_tune"} - with open(search_results_file, "w") as f: - json.dump(search_data, f, indent=2) - - return best_result - -def find_optimal_nprobe_values(): - """Find the optimal nprobe values for target recall rates using adaptive search.""" - # Dictionary to store results for each target recall - results = {} - # Dictionary to store all nprobe-recall pairs for plotting - all_data = {target: {"nprobe": [], "recall": []} for target in TARGET_RECALLS} - - # Create a summary file for all runs - with open(f"nprobe_logs/summary_{path_suffix}.log", "w") as f: - f.write(f"Find optimal nprobe values - started at {time.strftime('%Y-%m-%d %H:%M:%S')}\n\n") - f.write(f"Target recalls: {TARGET_RECALLS}\n") - f.write(f"nprobe ranges: {NPROBE_RANGES}\n\n") - f.write(f"Max workers: {max_workers}\n") - f.write(f"Timeout per process: {timeout}s\n") - f.write(f"Retry count: {retry_count}\n\n") - - for target in TARGET_RECALLS: - # Use the existing NPROBE_RANGES to determine min and max values - min_nprobe = min(NPROBE_RANGES[target]) - max_nprobe = max(NPROBE_RANGES[target]) - - print(f"\nUsing NPROBE_RANGES for target {target*100:.1f}%: {min_nprobe} to {max_nprobe}") - - # Run adaptive search instead of binary search - best_result = adaptive_search_nprobe( - target_recall=target, - min_nprobe=min_nprobe, - max_nprobe=max_nprobe - ) - - results[target] = best_result - - # Save all tested points to all_data for plotting - search_results_file = f"nprobe_logs/search_results_{path_suffix}_{target:.2f}.json" - try: - with open(search_results_file, "r") as f: - search_data = json.load(f) - if "all_results" in search_data: - all_data[target]["nprobe"] = search_data["all_results"]["nprobe"] - all_data[target]["recall"] = search_data["all_results"]["recall"] - except (FileNotFoundError, json.JSONDecodeError) as e: - print(f"Warning: Could not load search results for {target}: {e}") - - print(f"For target recall {target*100:.1f}%:") - print(f" Best nprobe value: {best_result['nprobe']}") - print(f" Achieved recall: {best_result['recall']:.4f}") - print(f" Difference: {best_result['difference']:.4f}") - - with open(f"nprobe_logs/summary_{path_suffix}.log", "a") as f: - f.write(f"For target recall {target*100:.1f}%:\n") - f.write(f" Best nprobe value: {best_result['nprobe']}\n") - f.write(f" Achieved recall: {best_result['recall']:.4f}\n") - f.write(f" Difference: {best_result['difference']:.4f}\n") - - # Plot the results if we have data - if all_data and any(data["nprobe"] for data in all_data.values()): - plt.figure(figsize=(10, 6)) - - # Plot each target's data - for target in TARGET_RECALLS: - if not all_data[target]["nprobe"]: - continue - - nprobe_values = all_data[target]["nprobe"] - recall_values = all_data[target]["recall"] - - # Sort data points for better visualization - sorted_points = sorted(zip(nprobe_values, recall_values)) - sorted_nprobe, sorted_recall = zip(*sorted_points) if sorted_points else ([], []) - - plt.plot(sorted_nprobe, sorted_recall, 'o-', - label=f"Target {target*100:.1f}%, Best={results[target]['nprobe']}") - - # Mark the optimal point - opt_nprobe = results[target]["nprobe"] - opt_recall = results[target]["recall"] - plt.plot(opt_nprobe, opt_recall, 'r*', markersize=15) - - # Add a horizontal line at the target recall - plt.axhline(y=target, color='gray', linestyle='--', alpha=0.5) - - plt.xlabel('nprobe value') - plt.ylabel('Recall rate') - plt.title(f'Recall Rate vs nprobe Value (Max Workers: {max_workers})') - plt.grid(True) - plt.legend() - plt.savefig(f'nprobe_logs/nprobe_vs_recall_{path_suffix}.png') - print(f"Plot saved to nprobe_logs/nprobe_vs_recall_{path_suffix}.png") - else: - print("No data to plot.") - with open(f"nprobe_logs/summary_{path_suffix}.log", "a") as f: - f.write("No data to plot.\n") - - # Save final results - with open(f"nprobe_logs/optimal_nprobe_values_{path_suffix}.json", "w") as f: - json.dump(results, f, indent=2) - - with open(f"nprobe_logs/summary_{path_suffix}.log", "a") as f: - f.write(f"\nFind optimal nprobe values - finished at {time.strftime('%Y-%m-%d %H:%M:%S')}\n") - if results: - f.write("\nOptimal nprobe values for target recall rates:\n") - for target, data in results.items(): - f.write(f"{target*100:.1f}% recall: nprobe={data['nprobe']} (actual recall: {data['recall']:.4f})\n") - else: - f.write("No optimal nprobe values found.\n") - - return results - -if __name__ == "__main__": - try: - results = find_optimal_nprobe_values() - - if not results: - print("No optimal nprobe values found.") - sys.exit(1) - - print("\nOptimal nprobe values for target recall rates:") - for target, data in results.items(): - print(f"{target*100:.1f}% recall: nprobe={data['nprobe']} (actual recall: {data['recall']:.4f})") - - # Generate the command for running the latency test with the optimal nprobe values - optimal_values = [data["nprobe"] for target, data in sorted(results.items())] - test_cmd = f"source ./.venv/bin/activate.fish && cd ~ && python ./Power-RAG/demo/test_serve.py --nprobe_values {' '.join(map(str, optimal_values))}" - - print("\nRun this command to test latency with the optimal nprobe values:") - print(test_cmd) - - except KeyboardInterrupt: - print("\nScript interrupted by user. Cleaning up running processes...") - signal_handler(signal.SIGINT, None) - sys.exit(1) - except Exception as e: - # Clean up any running processes before re-raising - import traceback - traceback.print_exc() - signal_handler(signal.SIGINT, None) - raise e \ No newline at end of file diff --git a/research/utils/generate_dataset_cache.fish b/research/utils/generate_dataset_cache.fish deleted file mode 100644 index b63ee00..0000000 --- a/research/utils/generate_dataset_cache.fish +++ /dev/null @@ -1,60 +0,0 @@ -#!/usr/bin/env fish - -# Set default parameters -set domain "rpj_wiki" -set embedder "facebook/contriever-msmarco" -set k 5 -set tasks "nq" "trivia" "hotpot" "gpqa" - -# Parse command line arguments -for i in (seq 1 (count $argv)) - switch $argv[$i] - case "--domain" - set domain $argv[(math $i + 1)] - case "--embedder" - set embedder $argv[(math $i + 1)] - case "--k" - set k $argv[(math $i + 1)] - case "--tasks" - set j (math $i + 1) - set tasks - while test $j -le (count $argv) && not string match -q -- "--*" $argv[$j] - set -a tasks $argv[$j] - set j (math $j + 1) - end - end -end - -echo "Running with the following parameters:" -echo "Domain: $domain" -echo "Embedder: $embedder" -echo "k: $k" -echo "Datasets: $tasks" - -# Create directory for results -set results_dir "retrieval_results" -mkdir -p $results_dir - -# Process each dataset using retrieval_demo directly -for task in $tasks - echo "" - echo "===== Processing dataset: $task =====" - - # Step 1: Run retrieval_demo with flat index to generate cache and get results - echo "Running retrieval for $task..." - echo "python demo/main.py --domain $domain --task $task --search --load flat --lazy" - python demo/main.py --domain $domain --task $task --search --load flat --lazy - - # Check if successful - if test $status -ne 0 - echo "Retrieval for $task failed" - continue - end - - echo "Completed processing for $task" - echo "--------------------------------" -end - -echo "All operations completed successfully!" -echo "The cache files have been created at the locations specified by get_flat_cache_path() in config.py" -echo "You can now use test_all_datasets.py to view the results" diff --git a/research/utils/mem_monitor.fish b/research/utils/mem_monitor.fish deleted file mode 100644 index b17702a..0000000 --- a/research/utils/mem_monitor.fish +++ /dev/null @@ -1,61 +0,0 @@ -#!/usr/bin/env fish - -# 用法: ./mem_monitor.fish [interval_seconds=5] -# 比如: ./mem_monitor.fish 110303 5 -# 会在当前目录写一个 mem_usage_110303.log,每隔5秒记录一次RSS和VSZ(单位MB)。 - -function usage - echo "用法: mem_monitor.fish [interval_seconds=5]" - exit 1 -end - -if test (count $argv) -lt 1 - usage -end - -set pid $argv[1] -set interval 5 -if test (count $argv) -gt 1 - set interval $argv[2] -end - -# 输出到 mem_usage_.log -set logfile mem_usage_$pid.log -echo "写入日志: $logfile" -echo "timestamp,rss_MB,vms_MB" > $logfile - -# 轮询检查 -while true - # 获取 RSS/VSZ (KB) 值 - # 兼容 macOS 的 ps 命令,不使用 Linux 特有的选项 - set proc_line (ps -p $pid -o rss,vsz | tail -n +2 2>/dev/null) - - # 若取不到(进程已退出),则停止 - if test -z "$proc_line" - echo "进程 $pid 已退出或不存在." - exit 0 - end - - # 将单行字符串通过空格拆分为数组,如 ("79673856" "95904664") - set arr (string split ' ' (string trim $proc_line)) - if test (count $arr) -lt 2 - echo "解析 ps 输出时出现意外: $proc_line" - exit 1 - end - - # 分别赋值 - set rss_kb $arr[1] - set vsz_kb $arr[2] - - # 时间戳 - set t (date "+%Y-%m-%d %H:%M:%S") - - # 转换成 MB - set rss_MB (math "$rss_kb / 1024.0") - set vsz_MB (math "$vsz_kb / 1024.0") - - # 写日志 - echo "$t,$rss_MB,$vsz_MB" >> $logfile - - sleep $interval -end diff --git a/research/utils/modelfile.fish b/research/utils/modelfile.fish deleted file mode 100644 index ba734ab..0000000 --- a/research/utils/modelfile.fish +++ /dev/null @@ -1,76 +0,0 @@ -#!/usr/bin/env fish - -# 创建无chat template的纯llama模型,对齐sglang的generate行为 -# 支持llama3.2的1b和3b型号,以及llama3.1的8b型号 - -function create_llama32_model - set model_size $argv[1] - set model_name "llama3.2:$model_size-pure" - - echo "创建 $model_name 模型..." - - # 创建临时Modelfile - echo "FROM llama3.2:$model_size -TEMPLATE \"\" -PARAMETER stop \"\" -PARAMETER stop \"<|start_header_id|>\" -PARAMETER stop \"<|end_header_id|>\" -PARAMETER stop \"<|eot_id|>\" -PARAMETER stop \"USER:\" -PARAMETER stop \"ASSISTANT:\" -PARAMETER temperature 1.0 -PARAMETER num_ctx 4096 -PARAMETER seed 1234 -PARAMETER num_predict 100" > Modelfile - - # 创建模型 - ollama create $model_name -f ./Modelfile - - # 清理临时文件 - rm Modelfile - - echo "$model_name 创建完成" -end - -function create_llama31_model - set model_size $argv[1] - set model_name "llama3.1:$model_size-pure" - - echo "创建 $model_name 模型..." - - # 创建临时Modelfile - echo "FROM llama3.1:$model_size -TEMPLATE \"\" -PARAMETER stop \"\" -PARAMETER stop \"<|start_header_id|>\" -PARAMETER stop \"<|end_header_id|>\" -PARAMETER stop \"<|eot_id|>\" -PARAMETER stop \"USER:\" -PARAMETER stop \"ASSISTANT:\" -PARAMETER temperature 1.0 -PARAMETER num_ctx 4096 -PARAMETER seed 1234 -PARAMETER num_predict 100" > Modelfile - - # 创建模型 - ollama create $model_name -f ./Modelfile - - # 清理临时文件 - rm Modelfile - - echo "$model_name 创建完成" -end - -# 创建Llama 3.2的1b和3b模型 -for size in 1b 3b - create_llama32_model $size -end - -# 创建Llama 3.1的8b模型 -create_llama31_model 8b - -echo "完成! 所有纯文本llama模型已创建" -echo "使用方法: " -echo "- ollama run llama3.2:1b-pure \"你的提示\"" -echo "- ollama run llama3.2:3b-pure \"你的提示\"" -echo "- ollama run llama3.1:8b-pure \"你的提示\"" \ No newline at end of file diff --git a/research/utils/parse_logs_draw_skip_reorder.py b/research/utils/parse_logs_draw_skip_reorder.py deleted file mode 100644 index 522b5aa..0000000 --- a/research/utils/parse_logs_draw_skip_reorder.py +++ /dev/null @@ -1,193 +0,0 @@ -import argparse -import re -import matplotlib.pyplot as plt -import os - - -def parse_log(log_file_path): - """ - Parses the log file to extract relevant data for accuracy-recall curve comparison. - Args: - log_file_path (str): Path to the log file to parse. - Returns: - dict: A dictionary containing extracted results. - """ - data = { - "recalls_with_skip": [], - "f1_scores_with_skip": [], - "exact_match_scores_with_skip": [], - "recalls_without_skip": [], - "f1_scores_without_skip": [], - "exact_match_scores_without_skip": [], - "nprobe_values": [], - } - - with open(log_file_path, "r") as file: - logs = file.readlines() - - # Variables to track the state during parsing - is_skip_reorder_true = False - is_skip_reorder_false = False - current_nprobe = None - - for line in logs: - # Debug: print the current line being processed - # print(f"Processing line: {line.strip()}") - - # Check for skip_reorder flag - if "skip_search_reorder=True" in line: - is_skip_reorder_true = True - is_skip_reorder_false = False - elif "skip_search_reorder=False" in line: - is_skip_reorder_true = False - is_skip_reorder_false = True - - # Extract nprobe values (assuming they are given before the experiment) - nprobe_match = re.search(r"nprobe=(\d+)", line) - if nprobe_match: - current_nprobe = int(nprobe_match.group(1)) - if current_nprobe not in data["nprobe_values"]: - data["nprobe_values"].append(current_nprobe) - print(f"Found nprobe value: {current_nprobe}") - - # Extract average recall rate - avg_recall_match = re.search( - r"Avg recall rate for (flat|diskann): ([0-9\.e\-]+)", line - ) - if avg_recall_match: - recall_value = float(avg_recall_match.group(2)) - print( - f"Found avg recall rate: {recall_value} for {avg_recall_match.group(1)} in line {line!r}" - ) - - if "flat" in avg_recall_match.group(1): - # data["recalls_without_skip"].append(recall_value) - pass - elif "diskann" in avg_recall_match.group(1): - if is_skip_reorder_true: - data["recalls_with_skip"].append(recall_value) - elif is_skip_reorder_false: - data["recalls_without_skip"].append(recall_value) - - # Extract exact_match, f1, and recall scores from evaluation results - eval_match = re.search( - r"\{'exact_match': ([0-9\.]+), 'exact_match_stderr': [0-9\.]+, 'f1': ([0-9\.]+), 'f1_stderr': [0-9\.]+", - line, - ) - if eval_match: - exact_match = float(eval_match.group(1)) - f1 = float(eval_match.group(2)) - - print(f"Found evaluation results -> Exact Match: {exact_match}, F1: {f1}") - - # Add to appropriate list based on skip_reorder flag - if is_skip_reorder_true: - data["exact_match_scores_with_skip"].append(exact_match) - data["f1_scores_with_skip"].append(f1) - elif is_skip_reorder_false: - data["exact_match_scores_without_skip"].append(exact_match) - data["f1_scores_without_skip"].append(f1) - - return data - - -def plot_skip_reorder_comparison(data, output_dir): - """ - 绘制带有和不带 skip_reorder 参数的准确率-召回率曲线。 - - Args: - data: The parsed data including recalls, f1 scores, and exact match scores. - output_dir: Path where the plot will be saved. - """ - recalls_with_skip = data["recalls_with_skip"] - f1_scores_with_skip = data["f1_scores_with_skip"] - exact_match_scores_with_skip = data["exact_match_scores_with_skip"] - recalls_without_skip = data["recalls_without_skip"] - f1_scores_without_skip = data["f1_scores_without_skip"] - exact_match_scores_without_skip = data["exact_match_scores_without_skip"] - nprobe_values = data["nprobe_values"] - - plt.figure(figsize=(10, 6)) - - # Check if data lists are not empty and have the same length before plotting - if ( - recalls_with_skip - and len(recalls_with_skip) == len(f1_scores_with_skip) - and len(recalls_with_skip) == len(exact_match_scores_with_skip) - ): - plt.plot( - recalls_with_skip, - f1_scores_with_skip, - "bo-", - label="F1 Score (with skip_reorder)", - markersize=8, - linewidth=2, - ) - plt.plot( - recalls_with_skip, - exact_match_scores_with_skip, - "rs-", - label="Exact Match (with skip_reorder)", - markersize=8, - linewidth=2, - ) - - if ( - recalls_without_skip - and len(recalls_without_skip) == len(f1_scores_without_skip) - and len(recalls_without_skip) == len(exact_match_scores_without_skip) - ): - plt.plot( - recalls_without_skip, - f1_scores_without_skip, - "go-", - label="F1 Score (without skip_reorder)", - markersize=8, - linewidth=2, - ) - plt.plot( - recalls_without_skip, - exact_match_scores_without_skip, - "ms-", - label="Exact Match (without skip_reorder)", - markersize=8, - linewidth=2, - ) - - plt.xlabel("Recall") - plt.ylabel("Score") - plt.title("Recall vs Accuracy Comparison") - plt.legend() - plt.grid(True) - plt.xlim(0.0, 1.0) - - # Save the plot only if data is present - if len(nprobe_values) > 0: - plot_path = os.path.join( - output_dir, - f"recall_vs_acc_comparison.png", - ) - plt.savefig(plot_path, dpi=300, bbox_inches="tight") - print(f"Plot saved to {plot_path}") - else: - print("No valid data to plot.") - - plt.close() - - -parser = argparse.ArgumentParser(description="Parse log file and plot results") -parser.add_argument( - "log_file_path", type=str, help="Path to the log file" -) -parser.add_argument( - "--output_dir", type=str, help="Path to the output directory", default="skip_reorder_comparison" -) -args = parser.parse_args() - -# Parse the log -parsed_data = parse_log(args.log_file_path) - -print(parsed_data) - -# Plot the data -plot_skip_reorder_comparison(parsed_data, args.output_dir) diff --git a/research/utils/plot_degree_distribution.py b/research/utils/plot_degree_distribution.py deleted file mode 100644 index 9343652..0000000 --- a/research/utils/plot_degree_distribution.py +++ /dev/null @@ -1,114 +0,0 @@ -import argparse -import matplotlib.pyplot as plt -import numpy as np -import os - -def plot_degree_distribution(degree_file_path: str, output_image_path: str): - """ - Reads a file containing node degrees (one per line) and plots the - degree distribution as a histogram. - - Args: - degree_file_path: Path to the file containing degrees. - output_image_path: Path to save the output plot image. - """ - try: - # Read degrees from the file - degrees = np.loadtxt(degree_file_path, dtype=int) - print(f"[LOG] Read {len(degrees)} degrees from {degree_file_path}") - - if len(degrees) == 0: - print("[WARN] Degree file is empty. No plot generated.") - return - - # Calculate basic statistics - min_deg = np.min(degrees) - max_deg = np.max(degrees) - avg_deg = np.mean(degrees) - median_deg = np.median(degrees) - - print(f"[LOG] Degree Stats: Min={min_deg}, Max={max_deg}, Avg={avg_deg:.2f}, Median={median_deg}") - - # Plotting the distribution - plt.figure(figsize=(10, 6)) - # Determine appropriate number of bins, maybe max_deg+1 if not too large - # Or use automatic binning like 'auto' or Sturges' rule etc. - # Using max_deg - min_deg + 1 bins can be too many if the range is large - # Let's try 'auto' binning first - n_bins = 'auto' - # If max_deg is reasonably small, we can use exact bins - if max_deg <= 1000: # Heuristic threshold - n_bins = max_deg - min_deg + 1 - - counts, bin_edges, patches = plt.hist(degrees, bins=n_bins, edgecolor='black', alpha=0.7) - plt.xlabel("Node Degree") - plt.ylabel("Number of Nodes") - plt.title(f"Degree Distribution (from {os.path.basename(degree_file_path)})") - plt.grid(axis='y', linestyle='--', alpha=0.7) - - # Add text for statistics on the plot - stats_text = ( - f"Total Nodes: {len(degrees)}\n" - f"Min Degree: {min_deg}\n" - f"Max Degree: {max_deg}\n" - f"Avg Degree: {avg_deg:.2f}\n" - f"Median Degree: {median_deg}" - ) - # Position the text box; adjust as needed - plt.text(0.95, 0.95, stats_text, transform=plt.gca().transAxes, - fontsize=9, verticalalignment='top', horizontalalignment='right', - bbox=dict(boxstyle='round,pad=0.5', fc='wheat', alpha=0.5)) - - - plt.tight_layout() - plt.savefig(output_image_path) - print(f"[LOG] Degree distribution plot saved to {output_image_path}") - # plt.show() # Uncomment if you want to display the plot interactively - - # Create weighted degree distribution plot - plt.figure(figsize=(10, 6)) - # Calculate weighted distribution (degree * number of nodes) - unique_degrees, degree_counts = np.unique(degrees, return_counts=True) - weighted_counts = unique_degrees * degree_counts - - plt.bar(unique_degrees, weighted_counts, edgecolor='black', alpha=0.7) - plt.xlabel("Node Degree") - plt.ylabel("Degree × Number of Nodes") - plt.title(f"Weighted Degree Distribution (from {os.path.basename(degree_file_path)})") - plt.grid(axis='y', linestyle='--', alpha=0.7) - - # Add text for statistics on the plot - plt.text(0.95, 0.95, stats_text, transform=plt.gca().transAxes, - fontsize=9, verticalalignment='top', horizontalalignment='right', - bbox=dict(boxstyle='round,pad=0.5', fc='wheat', alpha=0.5)) - - # Generate weighted output filename based on the original output path - weighted_output_path = os.path.splitext(output_image_path)[0] + "_weighted" + os.path.splitext(output_image_path)[1] - - plt.tight_layout() - plt.savefig(weighted_output_path) - print(f"[LOG] Weighted degree distribution plot saved to {weighted_output_path}") - - except FileNotFoundError: - print(f"[ERROR] Degree file not found: {degree_file_path}") - except Exception as e: - print(f"[ERROR] An error occurred: {e}") - -if __name__ == "__main__": - parser = argparse.ArgumentParser( - description="Plot the degree distribution from a file containing node degrees." - ) - parser.add_argument( - "degree_file", - type=str, - help="Path to the input file containing node degrees (one degree per line)." - ) - parser.add_argument( - "-o", "--output", - type=str, - default="degree_distribution.png", - help="Path to save the output plot image (default: degree_distribution.png)." - ) - args = parser.parse_args() - - plot_degree_distribution(args.degree_file, args.output) \ No newline at end of file diff --git a/research/utils/prepare_query_files.py b/research/utils/prepare_query_files.py deleted file mode 100644 index d3166e3..0000000 --- a/research/utils/prepare_query_files.py +++ /dev/null @@ -1,244 +0,0 @@ -#!/usr/bin/env python3 -import os -import json -import argparse -import sys -from pathlib import Path -from typing import Optional - -# Ensure project root is in path for imports -project_root = Path(__file__).resolve().parent.parent -sys.path.append(str(project_root)) - -try: - from datasets import load_dataset, Dataset, IterableDataset - from tqdm import tqdm -except ImportError: - print("Error: Required libraries 'datasets' or 'tqdm' not found.") - print("Please install them using: pip install datasets tqdm") - sys.exit(1) - -from demo.config import TASK_CONFIGS, get_example_path - -# Color constants for output -RED = "\033[91m" -GREEN = "\033[92m" -YELLOW = "\033[93m" -RESET = "\033[0m" - -# --- Dataset Specific Loading Configurations --- -# You might need to adjust these based on the exact dataset structure on Hugging Face -DATASET_LOAD_INFO = { - "nq": { - "hf_name": "nq_open", - "split": "validation", # NQ Open doesn't have a standard HF dataset, usually custom splits are used. - # This entry assumes a custom formatted source or might need manual creation. - # Let's mark it as needing manual setup for now. - "query_key": "question", - "needs_manual_setup": True, - "manual_setup_instructions": "nq_open requires a pre-formatted file. Please ensure it exists at the target path." - }, - "trivia": { - "hf_name": "trivia_qa", - "subset": "rc.nocontext", # Use rc.nocontext as a valid config - "split": "validation", - "query_key": "question", - "needs_manual_setup": False - }, - "hotpot": { - "hf_name": "hotpot_qa", - "subset": "distractor", # Explicitly choose the 'distractor' config - "split": "validation", - "query_key": "question", - "needs_manual_setup": False - }, - "gpqa": { - "hf_name": "Idavidrein/gpqa", # Corrected HF identifier - "subset": "gpqa_main", # Use subset (name) for the configuration - "split": "train", # Align with evaluation_demo - "query_key": "Question", # CORRECTED: Use uppercase 'Q' as found in the dataset item - "needs_manual_setup": False # Assuming this config loads correctly now - }, - "retrievalqa": { - "hf_name": "aialt/RetrievalQA", - "split": "train", - "query_key": "question", - "needs_manual_setup": False, - "custom_loading": True # Flag to use custom loading logic - } -} -# --- End Dataset Specific Loading Configurations --- - -def format_query(original_query: str) -> str: - # """Formats the query string according to the NQ example.""" - # # Basic check to prevent double formatting if somehow the prefix is already there - # if original_query.startswith("Answer these questions:"): - # return original_query - # return f"Answer these questions:\n\nQ: {original_query}?\nA:" - return original_query - -def load_retrievalqa(): - """Custom function to load the RetrievalQA dataset with its complex structure. - Downloads the JSONL file directly and processes it line by line to avoid schema issues. - """ - import requests - import json - import tempfile - - try: - print(f"{YELLOW}Attempting to directly download and parse RetrievalQA dataset...{RESET}") - url = "https://huggingface.co/datasets/aialt/RetrievalQA/resolve/main/retrievalqa.jsonl" - - # Create a temp file to store the downloaded data - with tempfile.NamedTemporaryFile(mode='w+', delete=False) as tmp_file: - # Download the file - response = requests.get(url, stream=True) - response.raise_for_status() # Ensure we got a successful response - - # Process the dataset line by line to avoid schema issues - data = [] - line_count = 0 - - for line in response.iter_lines(decode_unicode=True): - if line: # Skip empty lines - try: - item = json.loads(line) - # Extract just what we need - the question - if "question" in item: - data.append({"question": item["question"]}) - line_count += 1 - if line_count % 500 == 0: - print(f"{YELLOW}Processed {line_count} lines...{RESET}") - except json.JSONDecodeError as e: - print(f"{RED}Error parsing JSON at line {line_count}: {e}{RESET}") - continue - - print(f"{GREEN}Successfully parsed {len(data)} questions from RetrievalQA dataset.{RESET}") - return data - except Exception as e: - print(f"{RED}Custom loading for RetrievalQA failed: {e}{RESET}") - raise - -def prepare_file(task: str, force_overwrite: bool = False): - """Loads, formats, and saves the query file for a specific task.""" - print(f"--- Processing task: {task} ---") - - if task not in TASK_CONFIGS: - print(f"{RED}Error: Task '{task}' not found in TASK_CONFIGS in config.py.{RESET}") - return False - - if task not in DATASET_LOAD_INFO: - print(f"{RED}Error: Loading configuration for task '{task}' not defined in DATASET_LOAD_INFO.{RESET}") - return False - - config = TASK_CONFIGS[task] - load_info = DATASET_LOAD_INFO[task] - target_path = Path(config.query_path) # Use the path from config.py - - if target_path.exists() and not force_overwrite: - print(f"{YELLOW}Target file already exists: {target_path}. Skipping.{RESET}") - print(f"Use --force to overwrite.") - return True - - # Initialize query_key before the try block uses it in except - query_key: Optional[str] = None - try: - # Use custom loading for retrievalqa - if task == "retrievalqa" and load_info.get('custom_loading', False): - raw_dataset = load_retrievalqa() - - # Custom handling for retrievalqa data format (list of dicts) - print(f"Formatting and saving queries to {target_path}...") - target_path.parent.mkdir(parents=True, exist_ok=True) - - count = 0 - with open(target_path, "w", encoding="utf-8") as f_out: - for item in tqdm(raw_dataset, desc=f"Formatting {task}"): - if "question" in item: - formatted_query = format_query(item["question"]) - f_out.write(json.dumps({"query": formatted_query}) + "\n") - count += 1 - - print(f"{GREEN}Successfully generated query file for {task} with {count} queries: {target_path}{RESET}") - return True - else: - print(f"Loading raw dataset: {load_info['hf_name']} (subset: {load_info.get('subset')}, split: {load_info['split']}) ...") - raw_dataset = load_dataset( - load_info['hf_name'], - name=load_info.get('subset'), # Pass the config name via 'name' (subset) - split=load_info['split'] - ) - - query_key = load_info['query_key'] - print(f"Formatting and saving queries to {target_path}...") - target_path.parent.mkdir(parents=True, exist_ok=True) # Ensure directory exists - - count = 0 - with open(target_path, "w", encoding="utf-8") as f_out: - for item in tqdm(raw_dataset, desc=f"Formatting {task}"): - if not isinstance(item, dict) or query_key not in item: - print(f"{YELLOW}Warning: Skipping item due to unexpected format or missing key '{query_key}'. Item: {item}{RESET}") - continue - original_query = item[query_key] - formatted_query = format_query(original_query) - f_out.write(json.dumps({"query": formatted_query}) + "\n") - count += 1 - - print(f"{GREEN}Successfully generated query file for {task} with {count} queries: {target_path}{RESET}") - return True - - except Exception as e: - print(f"{RED}Error processing task '{task}': {e}{RESET}") - key_info = f"query key ('{query_key}')" if query_key else "query key (not assigned)" - print(f"Check dataset name ('{load_info['hf_name']}'), subset ('{load_info.get('subset')}'), split ('{load_info['split']}'), and {key_info}.") - print(f"Target path was: {target_path}") - # Attempt to clean up potentially incomplete file - if target_path.exists(): - try: - target_path.unlink() - print(f"{YELLOW}Cleaned up potentially incomplete file: {target_path}{RESET}") - except OSError as unlink_e: - print(f"{RED}Error cleaning up file {target_path}: {unlink_e}{RESET}") - return False # Indicate failure - -def main(): - parser = argparse.ArgumentParser(description="Prepare formatted query files for datasets.") - parser.add_argument( - "--tasks", - nargs="+", - default=["nq", "trivia", "hotpot", "gpqa", "retrievalqa"], - choices=list(TASK_CONFIGS.keys()), - help="Which tasks to prepare query files for." - ) - parser.add_argument( - "--force", - action="store_true", - help="Overwrite existing query files." - ) - args = parser.parse_args() - - print(f"Starting query file preparation for tasks: {', '.join(args.tasks)}") - if args.force: - print(f"{YELLOW}Force overwrite enabled.{RESET}") - - success_count = 0 - fail_count = 0 - for task in args.tasks: - if prepare_file(task, args.force): - success_count += 1 - else: - fail_count += 1 - - print("\n--- Preparation Summary ---") - print(f"Tasks processed: {len(args.tasks)}") - print(f"Successful: {success_count}") - print(f"Failed/Skipped due to errors or manual setup needed: {fail_count}") - if fail_count > 0: - print(f"{RED}Some tasks requires manual intervention or failed. Please check the logs above.{RESET}") - sys.exit(1) - else: - print(f"{GREEN}All specified tasks prepared successfully.{RESET}") - - -if __name__ == "__main__": - main() \ No newline at end of file diff --git a/research/utils/run_bm25.fish b/research/utils/run_bm25.fish deleted file mode 100644 index 0b2d566..0000000 --- a/research/utils/run_bm25.fish +++ /dev/null @@ -1,5 +0,0 @@ -python demo/main.py --task nq --search --use-original --load bm25 --skip-pa - -python demo/main.py --task trivia --search --use-original --load bm25 --skip-pa -python demo/main.py --task gpqa --search --use-original --load bm25 --skip-pa -python demo/main.py --task hotpot --search --use-original --load bm25 --skip-pa diff --git a/research/utils/run_recall_experiment.py b/research/utils/run_recall_experiment.py deleted file mode 100644 index 6cad219..0000000 --- a/research/utils/run_recall_experiment.py +++ /dev/null @@ -1,313 +0,0 @@ -import subprocess -import os -import re -import time -from datetime import datetime -import matplotlib.pyplot as plt -import pandas as pd -import argparse -import numpy as np # Added for sorting unique nprobes - -# --- Configuration --- -PYTHON_EXE = "python" # Or specify the full path if needed -SCRIPT_TO_RUN = "run_server.py" -LOG_DIR = "exp_logs" # Directory where run_server.py saves logs/summaries -RESULTS_DIR = "experiment_results" # Directory to save plot and data -os.makedirs(RESULTS_DIR, exist_ok=True) - -# --- Argument Parsing for Flexibility --- -parser = argparse.ArgumentParser(description="Run recall experiments or plot results from existing CSV.") -parser.add_argument('--nprobes', type=str, default="2,4,8,16,32,64", help='Comma-separated list of nprobe values (used when running experiments)') -parser.add_argument('--degrees', type=str, default="None,30,240", help='Comma-separated list of degree values (use None for default, used when running experiments)') -parser.add_argument('--task', type=str, default="nq", help='Task argument for run_server.py (used when running experiments, or inferred from --input-csv)') -parser.add_argument('--input-csv', type=str, default=None, help='Path to an existing CSV file to plot directly, skipping experiments.') # New argument -args = parser.parse_args() - -# --- Initialize Variables --- -results_df = None -task_name = args.task # Default task name -NPROBE_VALUES = [] -DEGREE_VALUES = [] - -# --- Mode Selection: Run Experiments or Plot from CSV --- - -if args.input_csv: - # --- Plot from CSV Mode --- - print(f"--- Plotting from existing CSV: {args.input_csv} ---") - try: - results_df = pd.read_csv(args.input_csv) - print(f"Loaded data with {len(results_df)} rows.") - - # ---- NEW: Replace 'default' string with 60 if present ---- - if 'degree' in results_df.columns and results_df['degree'].dtype == 'object': # Check if column exists and might contain strings - results_df['degree'] = results_df['degree'].replace('default', 60) - # Attempt to convert the column to numeric after replacement - results_df['degree'] = pd.to_numeric(results_df['degree'], errors='coerce') - print("Replaced 'default' degree values with 60 and converted column to numeric.") - # ---- END NEW ---- - - # Infer task name from filename if possible - match = re.search(r'results_([^_]+)_[\d_]+\.csv', os.path.basename(args.input_csv)) - if match: - task_name = match.group(1) - print(f"Inferred task name: {task_name}") - else: - print(f"Could not infer task name from filename, using default: {task_name}") - - # Get NPROBE_VALUES from loaded data for plotting ticks - if 'nprobe' in results_df.columns: - NPROBE_VALUES = sorted(results_df['nprobe'].unique()) - print(f"Nprobe values from data: {NPROBE_VALUES}") - else: - print("Warning: 'nprobe' column not found in CSV. Plot ticks might be incorrect.") - - - except FileNotFoundError: - print(f"Error: Input CSV file not found: {args.input_csv}") - exit(1) - except Exception as e: - print(f"Error reading CSV file {args.input_csv}: {e}") - exit(1) - -else: - # --- Run Experiments Mode --- - print("--- Running New Experiments ---") - # Parse nprobe values - try: - NPROBE_VALUES = [int(p.strip()) for p in args.nprobes.split(',')] - except ValueError: - print("Error: Invalid nprobe values. Please provide comma-separated integers.") - exit(1) - - # Parse degree values - DEGREE_VALUES = [] - for d_str in args.degrees.split(','): - d_str = d_str.strip() - if d_str.lower() == 'none': - DEGREE_VALUES.append(None) - else: - try: - DEGREE_VALUES.append(int(d_str)) - except ValueError: - print(f"Error: Invalid degree value '{d_str}'. Use 'None' or integers.") - exit(1) - - print(f"Nprobe values to test: {NPROBE_VALUES}") - print(f"Degree values to test: {DEGREE_VALUES}") - print(f"Task: {task_name}") # Use task_name - - - # --- Helper Functions (Only needed for experiment mode) --- - def parse_recall_from_summary(summary_file_path): - """Parses the recall rate from the summary file.""" - try: - with open(summary_file_path, 'r', encoding='utf-8') as f: - content = f.read() - # Regex to find the recall rate line - match = re.search(r"Average Recall Rate:\s*([\d.]+)", content) - if match: - return float(match.group(1)) - else: - print(f"Warning: Could not find recall rate in {summary_file_path}") - return None - except FileNotFoundError: - print(f"Error: Summary file not found at {summary_file_path}") - return None - except Exception as e: - print(f"Error reading or parsing summary file {summary_file_path}: {e}") - return None - - def find_summary_file(output_text): - """Finds the summary file path from the script's output.""" - # Regex to find the summary file path line - match = re.search(r"Summary written to:\s*(.*\.txt)", output_text) - if match: - return match.group(1).strip() - else: - # Fallback: Search for any summary file pattern in the log directory if not found in stdout - print("Warning: Could not find summary file path in script output. Searching log directory...") - try: - # Look for the most recent summary file - log_files = [os.path.join(LOG_DIR, f) for f in os.listdir(LOG_DIR) if f.startswith("summary_") and f.endswith(".txt")] - if log_files: - latest_summary = max(log_files, key=os.path.getmtime) - print(f"Found potential summary file by search: {latest_summary}") - return latest_summary - except FileNotFoundError: - print(f"Warning: Log directory '{LOG_DIR}' not found during fallback search.") - except Exception as e: - print(f"Error during fallback summary file search: {e}") - print("Fallback search failed.") - return None - - - # --- Main Experiment Loop --- - results = [] - start_experiment_time = time.time() - - for degree in DEGREE_VALUES: - for nprobe in NPROBE_VALUES: - run_start_time = time.time() - degree_str = str(degree) if degree is not None else "Default" - print(f"\n--- Running Experiment: degree={degree_str}, nprobe={nprobe}, task={task_name} ---") # Use task_name - - # Base command - cmd = [ - PYTHON_EXE, "-u", SCRIPT_TO_RUN, - "--nprobe", str(nprobe), - "--task", task_name # Use task_name - ] - # Add degree if specified - if degree is not None: - cmd.extend(["--degree", str(degree)]) - - print(f"Executing command: {' '.join(cmd)}") - - recall_rate = None - summary_file = None - process_returncode = -1 # Default to error - - try: - # Run the script and capture output - process = subprocess.run( - cmd, - capture_output=True, - text=True, - check=False, # Check returncode manually - encoding='utf-8', - errors='replace' - ) - process_returncode = process.returncode - - print(f"Command finished with return code: {process.returncode}") - # Uncomment below to see full output for debugging - # print("--- stdout ---") - # print(process.stdout) - # print("--- stderr ---") - # print(process.stderr) - # print("--------------") - - # Attempt to find summary file path from stdout - summary_file = find_summary_file(process.stdout) - - if summary_file: - # Give the filesystem a moment before reading - time.sleep(1) - recall_rate = parse_recall_from_summary(summary_file) - else: - print("ERROR: Could not locate summary file for this run.") - - if process.returncode != 0: - print(f"Warning: Script execution failed (return code {process.returncode}) for degree={degree_str}, nprobe={nprobe}.") - # Recall might still be None or potentially parsed if summary existed - - except FileNotFoundError: - print(f"CRITICAL ERROR: Could not find script '{SCRIPT_TO_RUN}' or Python executable '{PYTHON_EXE}'.") - # No result to append for this specific run in this case - continue # Skip to next iteration - except Exception as e: - print(f"CRITICAL ERROR running experiment for degree={degree_str}, nprobe={nprobe}: {e}") - # Append error result - results.append({ - "degree": 60 if degree is None else degree, # <-- MODIFIED: Use 60 for None - "nprobe": nprobe, - "recall": None, - "duration_s": time.time() - run_start_time, - "return_code": process_returncode, # Use captured or default error code - "summary_file": summary_file, - "error": str(e) - }) - continue # Skip to next iteration - - run_duration = time.time() - run_start_time - print(f"Result: degree={degree_str}, nprobe={nprobe}, recall={recall_rate}, duration={run_duration:.2f}s") - results.append({ - "degree": 60 if degree is None else degree, # <-- MODIFIED: Use 60 for None - "nprobe": nprobe, - "recall": recall_rate, - "duration_s": run_duration, - "return_code": process_returncode, - "summary_file": summary_file, - "error": None if process_returncode == 0 and recall_rate is not None else "Run failed or recall not found" - }) - - # Optional: add a small delay between runs if needed - # time.sleep(5) - - # --- Post-Experiment Processing --- - print("\n--- Experiment Complete. Processing Results ---") - total_duration = time.time() - start_experiment_time - print(f"Total experiment duration: {total_duration:.2f}s") - - if not results: - print("No results collected. Exiting.") - exit() - - # Convert to DataFrame - results_df = pd.DataFrame(results) - - # Save results to CSV - timestamp = datetime.now().strftime("%Y%m%d_%H%M%S") - results_csv_path = os.path.join(RESULTS_DIR, f"experiment_results_{task_name}_{timestamp}.csv") # Use task_name - try: - results_df.to_csv(results_csv_path, index=False) - print(f"Results saved to: {results_csv_path}") - except Exception as e: - print(f"Error saving results to CSV: {e}") - - -# --- Data Processing and Plotting (Common to both modes) --- - -if results_df is None or results_df.empty: - print("No data available to plot. Exiting.") - exit() - -print("\n--- Generating Plot ---") - -# Filter out runs where recall could not be parsed or is missing -plot_df = results_df.dropna(subset=['recall']) - -# Filter out rows where degree is 'default' as we need numeric degree for calculation -# Also ensure nprobe is numeric -plot_df_numeric = plot_df[pd.to_numeric(plot_df['degree'], errors='coerce').notna()].copy() -plot_df_numeric['degree'] = pd.to_numeric(plot_df_numeric['degree']) -plot_df_numeric['nprobe'] = pd.to_numeric(plot_df_numeric['nprobe']) # Ensure nprobe is numeric - -if plot_df_numeric.empty: - print("No successful runs with numeric degree and recall values found. Cannot generate plot.") -else: - # Calculate the new x-axis value - plot_df_numeric['degree_times_nprobe'] = plot_df_numeric['degree'] * plot_df_numeric['nprobe'] - - # Convert 'degree' column back to string for legend grouping - plot_df_numeric['degree_label'] = plot_df_numeric['degree'].astype(int).astype(str) - - # Plotting - plt.figure(figsize=(12, 7)) - - # Group by degree and plot recall vs degree * nprobe - # Sort group by the new x-axis value for correct line plotting - for degree_label, group in plot_df_numeric.groupby('degree_label'): - group = group.sort_values('degree_times_nprobe') - plt.plot(group['degree_times_nprobe'], group['recall'], marker='o', linestyle='-', label=f'Degree={degree_label}') - - plt.xlabel("Degree * Nprobe") # Updated X-axis label - plt.ylabel("Average Recall Rate") - plt.title(f"Recall Rate vs. Degree * Nprobe (Task: {task_name})") # Updated title - plt.legend(title="Graph Degree") - plt.grid(True, which="both", linestyle='--', linewidth=0.5) - # plt.xscale('log', base=2) # Removed log scale, let matplotlib decide or adjust later if needed - # plt.xticks(...) # Removed custom ticks, let matplotlib decide - - # Save plot - plot_timestamp = datetime.now().strftime("%Y%m%d_%H%M%S") # Use a new timestamp for the plot - # Updated filename - plot_path = os.path.join(RESULTS_DIR, f"recall_vs_degree_nprobe_{task_name}_{plot_timestamp}.png") - try: - plt.savefig(plot_path) - print(f"Plot saved to: {plot_path}") - except Exception as e: - print(f"Error saving plot: {e}") - # plt.show() # Uncomment to display the plot interactively - -print("\nDone.") \ No newline at end of file diff --git a/research/utils/s3.md b/research/utils/s3.md deleted file mode 100644 index 69774be..0000000 --- a/research/utils/s3.md +++ /dev/null @@ -1,89 +0,0 @@ -# How to Download Needed Data from S3 - -## Install AWS CLI v2 - -Install AWS CLI v2 by following the instructions at https://docs.aws.amazon.com/cli/latest/userguide/getting-started-install.html. - - -curl "https://awscli.amazonaws.com/awscli-exe-linux-x86_64.zip" -o "awscliv2.zip" -unzip awscliv2.zip -sudo ./aws/install - -## Configure SSO - -Run the following command: - -```console -aws configure sso -``` - -Example output: -``` -(retrieval_scaling) (base) ➜ retrieval_scaling git:(main) ✗ aws configure sso -SSO session name (Recommended): yichuan -SSO start URL [None]: https://ucberkeley.awsapps.com/start#/ -SSO region [None]: us-west-2 -SSO registration scopes [sso:account:access]: -Attempting to automatically open the SSO authorization page in your default browser. -If the browser does not open or you wish to use a different device to authorize this request, open the following URL: - -https://oidc.us-west-2.amazonaws.com/authorize?response_type=code&client_id=i3YtHZTRneXEIApSyvdgSHVzLXdlc3QtMg&redirect_uri=http%3A%2F%2F127.0.0.1%3A37899%2Foauth%2Fcallback&state=5f52320e-0929-4e44-83c7-f6bd9b492010&code_challenge_method=S256&scopes=sso%3Aaccount%3Aaccess&code_challenge=HYnZ4Pc-tqI8CdJb6qEAR0LjI1_UjN-zln26lqJKeL8 -The only AWS account available to you is: 976193267581 -Using the account ID 976193267581 -There are 2 roles available to you. -Using the role name "UCB-FederatedAdmins" -Default client Region [None]: -CLI default output format (json if not specified) [None]: -Profile name [UCB-FederatedAdmins-976193267581]: -To use this profile, specify the profile name using --profile, as shown: - -aws sts get-caller-identity --profile UCB-FederatedAdmins-976193267581 -``` - -After configuration, you must include `--profile UCB-FederatedAdmins-976193267581` with each AWS operation to use the SSO credentials. - -## Refresh the SSO - -If you encounter the error `Error when retrieving token from sso: Token has expired and refresh failed`, simply run the SSO configuration command again. - -## Download S3 Data - -All data is stored in `s3://retrieval-scaling-out`, which includes 4 directories: -- embeddings/ -- examples/ -- indices/ -- passages/ - -Download the data using AWS CLI: - -```console -aws s3 cp s3://retrieval-scaling-out ~/scaling_out --profile UCB-FederatedAdmins-976193267581 - -aws s3 cp s3://retrieval-scaling-out/examples/test_c4.jsonl ~/examples/scaling_out --profile UCB-FederatedAdmins-976193267581 -``` - -### Faster Download Options - -To accelerate downloads, you can try the following methods: - -Use multipart downloads: -```console -aws s3 cp s3://retrieval-scaling-out ~/scaling_out --profile UCB-FederatedAdmins-976193267581 --recursive --multipart-threshold 128MB --multipart-chunksize 512MB -``` - -Configure higher concurrency: -```console -aws configure set default.s3.max_concurrent_requests 50 -aws configure set default.s3.max_queue_size 10000 -``` - -Utilize S3 Transfer Acceleration: -```console -aws s3 cp s3://retrieval-scaling-out ~/scaling_out --profile UCB-FederatedAdmins-976193267581 --recursive --endpoint-url https://s3-accelerate.amazonaws.com -``` - -Or use alternative tools like `s5cmd`: -```console -pip install s5cmd -s5cmd --profile UCB-FederatedAdmins-976193267581 cp s3://retrieval-scaling-out/* ~/scaling_out/ -``` \ No newline at end of file diff --git a/research/utils/seperate_hnsw_flat.py b/research/utils/seperate_hnsw_flat.py deleted file mode 100644 index 7c49eb3..0000000 --- a/research/utils/seperate_hnsw_flat.py +++ /dev/null @@ -1,212 +0,0 @@ -import struct -import sys -import numpy as np -import os - -INDEX_FLAT_L2_FOURCC = int.from_bytes(b'IxF2', 'little') -INDEX_FLAT_IP_FOURCC = int.from_bytes(b'IxFI', 'little') -INDEX_HNSW_FLAT_FOURCC = int.from_bytes(b'IHNf', 'little') -INDEX_HNSW_PQ_FOURCC = int.from_bytes(b'IHNp', 'little') -INDEX_HNSW_SQ_FOURCC = int.from_bytes(b'IHNs', 'little') -INDEX_HNSW_2L_FOURCC = int.from_bytes(b'IHN2', 'little') -INDEX_HNSW_CAGRA_FOURCC = int.from_bytes(b'IHNc', 'little') -NULL_INDEX_FOURCC = int.from_bytes(b'null', 'little') - -HNSW_FOURCCS = { - INDEX_HNSW_FLAT_FOURCC, - INDEX_HNSW_PQ_FOURCC, - INDEX_HNSW_SQ_FOURCC, - INDEX_HNSW_2L_FOURCC, - INDEX_HNSW_CAGRA_FOURCC, -} -FLAT_FOURCCS = {INDEX_FLAT_L2_FOURCC, INDEX_FLAT_IP_FOURCC} - - -# --- Helper functions for reading binary data --- - -def read_struct(f, fmt): - """Reads data according to the struct format.""" - size = struct.calcsize(fmt) - data = f.read(size) - if len(data) != size: - raise EOFError("File ended unexpectedly.") - return struct.unpack(fmt, data)[0] - -def read_vector(f, element_fmt): - """Reads a vector (size followed by data).""" - count = read_struct(f, ' 1 byte - metric_type = read_struct(f_in, ' 1: - metric_arg = read_struct(f_in, ' 1: - f_graph_out.write(struct.pack(' 1: - print(f" Metric arg: {metric_arg}") - - # 3. Read and write HNSW struct data - print(" Reading HNSW graph data...") - # assign_probas (vector) - count, data = read_vector(f_in, ') - count, data = read_vector(f_in, ') - Store node levels - count, data = read_vector(f_in, ') - Store offsets for neighbors - count, data = read_vector(f_in, ' -> int32_t typically) - count, data = read_vector(f_in, '") - sys.exit(1) - - input_file = sys.argv[1] - base_name = os.path.splitext(input_file)[0] - graph_file = base_name + ".hnsw_graph" - storage_file = base_name + ".flat_storage" - - if not os.path.exists(input_file): - print(f"Error: Input file not found: {input_file}", file=sys.stderr) - sys.exit(1) - - success = separate_hnsw_flat(input_file, graph_file, storage_file) - if not success: - sys.exit(1) \ No newline at end of file diff --git a/research/utils/simple_search.fish b/research/utils/simple_search.fish deleted file mode 100644 index 3f8209b..0000000 --- a/research/utils/simple_search.fish +++ /dev/null @@ -1,18 +0,0 @@ - - -set -l BIG_GRAPH /opt/dlami/nvme/scaling_out/indices/rpj_wiki/facebook/contriever-msmarco/hnsw/hnsw_IP_M30_efC128.index \ - /opt/dlami/nvme/scaling_out/embeddings/facebook/contriever-msmarco/rpj_wiki/1-shards/indices/99_4_degree_based_hnsw_IP_M32_efC256/index.faiss \ - /opt/dlami/nvme/scaling_out/embeddings/facebook/contriever-msmarco/rpj_wiki/1-shards/indices/d9_hnsw_IP_M8_efC128/index.faiss \ - /opt/dlami/nvme/scaling_out/embeddings/facebook/contriever-msmarco/rpj_wiki/1-shards/indices/half_edges_IP_M32_efC128/index.faiss - -set -l LABELS hnsw_IP_M30_efC128 \ - 99_4_degree_based_hnsw_IP_M32_efC256 \ - d9_hnsw_IP_M8_efC128 \ - half_edges_IP_M32_efC128 - -for i in (seq 1 4) - set graph (string join / $BIG_GRAPH[$i]) - set label (string join / $LABELS[$i]) - echo "Building HNSW index with $label..." - python ./faiss/demo/large_graph_simple_build.py --index-file $graph -end diff --git a/research/utils/subsample_data_new.py b/research/utils/subsample_data_new.py deleted file mode 100755 index df58391..0000000 --- a/research/utils/subsample_data_new.py +++ /dev/null @@ -1,59 +0,0 @@ -import os -import time -import json -import numpy as np -import multiprocessing - - -def subsample_jsonl_random(input_file_path, output_file_path, ratio=0.1, seed=42): - """ - Subsamples 10% of the data from a JSONL file efficiently. - - Args: - input_file_path (str): Path to the input JSONL file. - output_file_path (str): Path to the output JSONL file where the subsample will be saved. - seed (int): Seed for the random number generator to ensure reproducibility. - """ - start_time = time.time() - - # First pass: count the number of lines in the file - line_count = 0 - with open(input_file_path, "r", encoding="utf-8") as file: - for _ in file: - line_count += 1 - print(f"Total lines: {line_count}") - - # Calculate indices for 10% sample - np.random.seed(seed) - sample_size = int(line_count * ratio) - selected_indices = set(np.random.choice(line_count, sample_size, replace=False)) - - # Second pass: write the selected lines to the output file - print(f"Subsampling {sample_size} lines") - current_index = 0 - with ( - open(input_file_path, "r", encoding="utf-8") as input_file, - open(output_file_path, "w", encoding="utf-8") as output_file, - ): - for line in input_file: - if current_index in selected_indices: - output_file.write(line) - current_index += 1 - - end_time = time.time() - print( - f"Time: {(end_time - start_time) / 60:.2f} minutes\tRaw Size: {line_count}\t Sampled Size: {sample_size}" - ) - - -if __name__ == "__main__": - # input_dir = '/mnt/md-256k/redpajama_v1/common_crawl_2023_06' - # output_dir = '/mnt/md-256k/massive_ds_data/subsampled_0.1/rpj_common_crawl_2023_06' - input_dir = "/mnt/md-256k/massive_ds_data/full/dpr_wiki" - output_dir = "/mnt/md-256k/massive_ds_data/subsampled_0.1/dpr_wiki" - os.makedirs(output_dir, exist_ok=True) - - for filename in os.listdir(input_dir): - input_path = os.path.join(input_dir, filename) - output_path = os.path.join(output_dir, filename) - subsample_jsonl_random(input_path, output_path) diff --git a/research/utils/timing.py b/research/utils/timing.py deleted file mode 100755 index 2f6149e..0000000 --- a/research/utils/timing.py +++ /dev/null @@ -1,52 +0,0 @@ -import os -import time -import functools - - -class time_exec: - def __init__(self, func): - functools.update_wrapper(self, func) - self.func = func - - def __call__(self, *args, **kwargs): - start_time = time.time() - result = self.func(*args, **kwargs) - end_time = time.time() - execution_time = end_time - start_time - timing_log = ( - f"Function '{self.func.__name__}' executed in {execution_time:.2f} seconds" - ) - print(timing_log) - return result, execution_time - - -class Logger: - def __init__(self, args): - self.log_file = args.log_file - self.ds_domain = args.domain - self.seed = args.seed - self.datastore_size = args.sample_size - self.stride = args.stride - self.max_seq_length = args.max_seq_length - self.merge = args.merge - self.prefix = f"{self.ds_domain}\t{self.seed}\t{self.datastore_size}\t{self.stride}\t{self.max_seq_length}\t{self.merge}" - - def log_results( - self, - time_sample=None, - time_chunk=None, - time_index=None, - time_eval=None, - num_eval=None, - perplexity=None, - ): - # Create the log entry - log_entry = f"{self.prefix}\t{time_sample}\t{time_chunk}\t{time_index}\t{time_eval}\t{num_eval}\t{perplexity}\n" - - # Open the file in append mode. Creates the file if it doesn't exist. - with open(self.log_file, "a") as file: - file.write(log_entry) - - def log_string(self, log_string): - with open(self.log_file, "a") as file: - file.write(log_string)

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