From 4f818bcabc338b84ea1e9c61a5c9def49d8c3fdc Mon Sep 17 00:00:00 2001 From: Surya Date: Sun, 14 Apr 2024 18:57:23 -0700 Subject: [PATCH] refactor how binary embeds are made and searched --- tests/benchtest.py | 336 +++++++++++++-------------------- tests/contexts/vlite-bench.ctx | Bin 0 -> 1421952 bytes tests/notebook3.ipynb | 193 ++++++++++++++++++- tests/unit.py | 2 +- vlite/main.py | 51 +++-- vlite/model.py | 95 +++++----- vlite/utils.py | 2 - 7 files changed, 411 insertions(+), 268 deletions(-) create mode 100644 tests/contexts/vlite-bench.ctx diff --git a/tests/benchtest.py b/tests/benchtest.py index 892702e..6a93f88 100644 --- a/tests/benchtest.py +++ b/tests/benchtest.py @@ -29,11 +29,11 @@ from langchain.docstore.document import Document -# from pinecone import Pinecone, ServerlessSpec +from pinecone import Pinecone, ServerlessSpec import tqdm -def main(queries, corpuss, top_k, token_counts) -> pd.DataFrame: +def main(queries, corpuss, top_k, doc_counts) -> pd.DataFrame: """Run the VLite benchmark. Parameters @@ -44,8 +44,8 @@ def main(queries, corpuss, top_k, token_counts) -> pd.DataFrame: A list of text corpuses of different sizes to benchmark indexing and retrieval. top_k : int The number of top similar results to retrieve for each query. - token_counts : list - A list of token counts corresponding to each corpus size. + doc_counts : list + A list of document counts corresponding to each corpus size. Returns ------- @@ -58,8 +58,8 @@ def main(queries, corpuss, top_k, token_counts) -> pd.DataFrame: indexing_times = [] for corpus_idx, corpus in enumerate(corpuss): - token_count = token_counts[corpus_idx] - print(f"Running benchmarks for corpus of size {token_count} tokens.") + doc_count = doc_counts[corpus_idx] + print(f"Running benchmarks for corpus of size {doc_count} documents.") ################################################# # VLite # @@ -79,13 +79,13 @@ def main(queries, corpuss, top_k, token_counts) -> pd.DataFrame: result_add = vlite.add(corpus) t1 = time.time() - print(f"Took {t1 - t0:.3f}s to add {len(result_add)} vectors.") + print(f"Took {(t1 - t0) * 1000:.3f}ms to add {len(result_add)} vectors.") indexing_times.append( { - "num_tokens": token_count, + "num_docs": doc_count, "lib": "VLite", "num_embeddings": len(result_add), - "indexing_time": t1 - t0, + "indexing_time_ms": (t1 - t0) * 1000, }) print("Starting VLite retrieval trials...") @@ -95,7 +95,7 @@ def main(queries, corpuss, top_k, token_counts) -> pd.DataFrame: t0 = time.time() results_retrieve = vlite.retrieve(query, top_k=top_k) t1 = time.time() - times.append(t1 - t0) + times.append((t1 - t0) * 1000) print(f"Top {top_k} results for query '{query}':") for text, similarity, metadata in results_retrieve: @@ -106,8 +106,8 @@ def main(queries, corpuss, top_k, token_counts) -> pd.DataFrame: "num_embeddings": len(result_add), "lib": "VLite", "k": top_k, - "avg_time": np.mean(times), - "stddev_time": np.std(times), + "avg_time_ms": np.mean(times), + "stddev_time_ms": np.std(times), } ) @@ -127,13 +127,13 @@ def main(queries, corpuss, top_k, token_counts) -> pd.DataFrame: docsearch = LanceDB.from_documents(documents, embeddings) t1 = time.time() - print(f"Took {t1 - t0:.3f}s to add documents.") + print(f"Took {(t1 - t0) * 1000:.3f}ms to add documents.") indexing_times.append( { - "num_tokens": token_count, + "num_docs": doc_count, "lib": "LanceDB", "num_embeddings": len(documents), - "indexing_time": t1 - t0, + "indexing_time_ms": (t1 - t0) * 1000, } ) @@ -143,7 +143,7 @@ def main(queries, corpuss, top_k, token_counts) -> pd.DataFrame: t0 = time.time() docs = docsearch.similarity_search(query, k=top_k) t1 = time.time() - times.append(t1 - t0) + times.append((t1 - t0) * 1000) print(f"Top {top_k} results for query '{query}':") for doc in docs: @@ -154,8 +154,8 @@ def main(queries, corpuss, top_k, token_counts) -> pd.DataFrame: "num_embeddings": len(documents), "lib": "LanceDB", "k": top_k, - "avg_time": np.mean(times), - "stddev_time": np.std(times), + "avg_time_ms": np.mean(times), + "stddev_time_ms": np.std(times), } ) @@ -163,62 +163,6 @@ def main(queries, corpuss, top_k, token_counts) -> pd.DataFrame: print("Done LanceDB benchmark.") - ################################################# - # pgvector unable to run remote # - ################################################# - # print("Begin PGVector benchmark.") - # print("Adding documents to PGVector instance...") - # t0 = time.time() - - # embeddings = HuggingFaceEmbeddings(model_name="mixedbread-ai/mxbai-embed-large-v1") - - # documents = [Document(page_content=text.replace('\0', '')) for text in corpus] - - # CONNECTION_STRING = "postgresql+psycopg2://postgres:password@localhost:5433/embedding_test" - - # db = PGVector.from_documents( - # embedding=embeddings, - # documents=documents, - # collection_name="benchmark_test", - # connection_string=CONNECTION_STRING, - # ) - - # t1 = time.time() - # print(f"Took {t1 - t0:.3f}s to add documents.") - # indexing_times.append( - # { - # "num_tokens": token_count, - # "lib": "PGVector", - # "num_embeddings": len(documents), - # "indexing_time": t1 - t0, - # } - # ) - - # print("Starting PGVector trials...") - # times = [] - # for query in queries: - # t0 = time.time() - # docs = db.similarity_search_with_score(query, k=top_k) - # t1 = time.time() - # times.append(t1 - t0) - - # print(f"Top {top_k} results for query '{query}':") - # for doc, score in docs: - # print(f"Text: {doc.page_content}\nScore: {score}\n---") - - # results.append( - # { - # "num_embeddings": len(documents), - # "lib": "PGVector", - # "k": top_k, - # "avg_time": np.mean(times), - # "stddev_time": np.std(times), - # } - # ) - - # print(json.dumps(results[-1], indent=2)) - # print("Done PGVector benchmark.") - ################################################# # FAISS # ################################################# @@ -231,13 +175,13 @@ def main(queries, corpuss, top_k, token_counts) -> pd.DataFrame: db = FAISS.from_documents(documents, embeddings) t1 = time.time() - print(f"Took {t1 - t0:.3f}s to add documents.") + print(f"Took {(t1 - t0) * 1000:.3f}ms to add documents.") indexing_times.append( { - "num_tokens": token_count, + "num_docs": doc_count, "lib": "FAISS", "num_embeddings": len(corpus), - "indexing_time": t1 - t0, + "indexing_time_ms": (t1 - t0) * 1000, } ) @@ -247,7 +191,7 @@ def main(queries, corpuss, top_k, token_counts) -> pd.DataFrame: t0 = time.time() docs = db.similarity_search(query, k=top_k) t1 = time.time() - times.append(t1 - t0) + times.append((t1 - t0) * 1000) print(f"Top {top_k} results for query '{query}':") for doc in docs: @@ -258,8 +202,8 @@ def main(queries, corpuss, top_k, token_counts) -> pd.DataFrame: "num_embeddings": len(corpus), "lib": "FAISS", "k": top_k, - "avg_time": np.mean(times), - "stddev_time": np.std(times), + "avg_time_ms": np.mean(times), + "stddev_time_ms": np.std(times), } ) @@ -281,23 +225,22 @@ def main(queries, corpuss, top_k, token_counts) -> pd.DataFrame: collection.add(documents=corpus, ids=ids) except Exception as e: print(e) - print("Failed to add documents to Chroma collection.a") + print("Failed to add documents to Chroma collection.") t0 = time.time() t1 = time.time() - print(f"Took {t1 - t0:.3f}s to add vectors.") + print(f"Took {(t1 - t0) * 1000:.3f}ms to add vectors.") indexing_times.append( { - "num_tokens": token_count, + "num_docs": doc_count, "lib": "Chroma", "num_embeddings": len(corpus), - "indexing_time": t1 - t0, + "indexing_time_ms": (t1 - t0) * 1000, } ) print("Starting Chroma trials...") times = [] - for query_vector in queries: t0 = time.time() try: @@ -309,109 +252,104 @@ def main(queries, corpuss, top_k, token_counts) -> pd.DataFrame: t0 = time.time() print(f"Top {top_k} results: {chroma_results['distances']}") t1 = time.time() - times.append(t1 - t0) + times.append((t1 - t0) * 1000) results.append( { "num_embeddings": len(corpus), "lib": "Chroma", "k": top_k, - "avg_time": np.mean(times), - "stddev_time": np.std(times), + "avg_time_ms": np.mean(times), + "stddev_time_ms": np.std(times), } ) - # ################################################# - # # Pinecone unable to run remote # - # ################################################# - # print("Begin Pinecone benchmark.") - # print("Initializing Pinecone...") - # t0 = time.time() + print(json.dumps(results[-1], indent=2)) + print("Done Chroma benchmark.") - # # Replace these with your Pinecone API key and environment - # pinecone = Pinecone(api_key="") + ################################################# + # Pinecone # + ################################################# + print("Begin Pinecone benchmark.") + print("Initializing Pinecone...") + t0 = time.time() - # environment = "us-east-1-aws" - # index_name = "quickstart" + # Replace these with your Pinecone API key and environment + pinecone = Pinecone(api_key="") + environment = "us-east-1-aws" + index_name = "quickstart" - # # if index_name not in pinecone.list_indexes(): - # # pinecone.create_index(name=index_name, dimension=1024, metric="euclidean", # Replace with your model metric - # # spec=ServerlessSpec( - # # cloud="aws", - # # region="us-west-2" - # # )) - # t1 = time.time() - # # now connect to the index - # index = pinecone.Index("quickstart") - # model = SentenceTransformer('mixedbread-ai/mxbai-embed-large-v1') + t1 = time.time() + # now connect to the index + index = pinecone.Index("quickstart") + model = SentenceTransformer('mixedbread-ai/mxbai-embed-large-v1') - - # t0 = time.time() - # print(f"Took {t1 - t0:.3f}s to initialize") - # print("Adding vectors to Pinecone instance...") - # batch_size = 128 - - # for i in tqdm.tqdm(range(0, len(corpus), batch_size)): - # # find end of batch - # i_end = min(i + batch_size, len(corpus)) - # # create IDs batch - # ids = [str(x) for x in range(i, i_end)] - # # create metadata batch - # metadatas = [{'text': text} for text in corpus[i:i_end]] - # # create embeddings - # embeddings = model.encode(corpus[i:i_end]).tolist() - # # create records list for upsert - # records = zip(ids, embeddings, metadatas) - # # upsert to Pinecone - # index.upsert(vectors=records) - - # t1 = time.time() - # print(f"Took {t1 - t0:.3f}s to add vectors.") - # indexing_times.append( - # { - # "num_tokens": token_count, - # "lib": "Pinecone", - # "num_embeddings": len(corpus), - # "indexing_time": t1 - t0, - # } - # ) - - # # Query Pinecone - # print("Starting Pinecone trials...") - # times = [] - # for query_text in queries: - # # create the query vector - # query_vector = model.encode([query_text]).tolist()[0] - # # now query - # t0 = time.time() - # try: - # xq = index.query(vector=query_vector, top_k=top_k, include_metadata=True) - # except Exception as e: - # print("Exception: ", e) - # t0 = time.time() - # continue - # t1 = time.time() - # times.append(t1 - t0) - - # print(f"Top {top_k} results for '{query_text}'") - # for result in xq['matches']: - # print(f"{round(result['score'], 2)}: {result['metadata']['text'][:100]}...") - - # results.append( - # { - # "num_embeddings": len(corpus), - # "lib": "Pinecone", - # "k": top_k, - # "avg_time": np.mean(times), - # "stddev_time": np.std(times), - # } - # ) - - # print(json.dumps(results[-1], indent=2)) - # print("Done Pinecone benchmark.") + t0 = time.time() + print(f"Took {(t1 - t0) * 1000:.3f}ms to initialize") + print("Adding vectors to Pinecone instance...") + batch_size = 128 + + for i in tqdm.tqdm(range(0, len(corpus), batch_size)): + # find end of batch + i_end = min(i + batch_size, len(corpus)) + # create IDs batch + ids = [str(x) for x in range(i, i_end)] + # create metadata batch + metadatas = [{'text': text} for text in corpus[i:i_end]] + # create embeddings + embeddings = model.encode(corpus[i:i_end]).tolist() + # create records list for upsert + records = zip(ids, embeddings, metadatas) + # upsert to Pinecone + index.upsert(vectors=records) + + t1 = time.time() + print(f"Took {(t1 - t0) * 1000:.3f}ms to add vectors.") + indexing_times.append( + { + "num_docs": doc_count, + "lib": "Pinecone", + "num_embeddings": len(corpus), + "indexing_time_ms": (t1 - t0) * 1000, + } + ) + + # Query Pinecone + print("Starting Pinecone trials...") + times = [] + for query_text in queries: + # create the query vector + query_vector = model.encode([query_text]).tolist()[0] + # now query + t0 = time.time() + try: + xq = index.query(vector=query_vector, top_k=top_k, include_metadata=True) + except Exception as e: + print("Exception: ", e) + t0 = time.time() + continue + t1 = time.time() + times.append((t1 - t0) * 1000) + + print(f"Top {top_k} results for '{query_text}'") + for result in xq['matches']: + print(f"{round(result['score'], 2)}: {result['metadata']['text'][:100]}...") + + results.append( + { + "num_embeddings": len(corpus), + "lib": "Pinecone", + "k": top_k, + "avg_time_ms": np.mean(times), + "stddev_time_ms": np.std(times), + } + ) + + print(json.dumps(results[-1], indent=2)) + print("Done Pinecone benchmark.") @@ -453,13 +391,13 @@ def main(queries, corpuss, top_k, token_counts) -> pd.DataFrame: t0 = time.time() t1 = time.time() - print(f"Took {t1 - t0:.3f}s to add vectors.") + print(f"Took {(t1 - t0) * 1000:.3f}ms to add vectors.") indexing_times.append( { - "num_tokens": token_count, + "num_docs": doc_count, "lib": "Qdrant", "num_embeddings": len(vectors), - "indexing_time": t1 - t0, + "indexing_time_ms": (t1 - t0) * 1000, } ) @@ -475,13 +413,12 @@ def main(queries, corpuss, top_k, token_counts) -> pd.DataFrame: query_vector=query_vector, limit=top_k ) - # print(f"Top {top_k} results: {[hit.payload['text'] for hit in hits]}") t1 = time.time() except Exception as e: print(e) print("Failed to query Qdrant instance.") t0 = time.time() - times.append(t1 - t0) + times.append((t1 - t0) * 1000) results.append( { @@ -529,44 +466,43 @@ def main(queries, corpuss, top_k, token_counts) -> pd.DataFrame: corpus = load_file(os.path.join(os.path.dirname(__file__), 'data/attention.pdf')) chopped_corpus = chop_and_chunk(text=corpus) - token_count = EmbeddingModel().token_count(" ".join(chopped_corpus)) + doc_count = len(chopped_corpus) benchmark_corpuss = [ - chopped_corpus, - chopped_corpus * 2, - chopped_corpus * 4, - chopped_corpus * 8, + # chopped_corpus, + # chopped_corpus * 2, + # chopped_corpus * 4, + # chopped_corpus * 8, chopped_corpus * 16 ] - benchmark_token_counts = [ - token_count, - token_count * 2, - token_count * 4, - token_count * 8, - token_count * 16 + benchmark_doc_counts = [ + # doc_count, + # doc_count * 2, + # doc_count * 4, + # doc_count * 8, + doc_count * 16 ] benchmark_queries = [ - queries, - queries * 2, - queries * 4, - queries * 8, + # queries, + # queries * 2, + # queries * 4, + # queries * 8, queries * 16 ] - print("Token count:", token_count) + print("Document count:", doc_count) print("Corpus length:", len(chopped_corpus)) print("Number of queries:", len(queries)) - for i, (corpus, token_count, query_list) in enumerate(zip(benchmark_corpuss, benchmark_token_counts, benchmark_queries)): - print(f"\nRunning benchmark for corpus size {token_count} and {len(query_list)} queries...") - results, indexing_times = main(query_list, [corpus], k, [token_count]) + for i, (corpus, doc_count, query_list) in enumerate(zip(benchmark_corpuss, benchmark_doc_counts, benchmark_queries)): + print(f"\nRunning benchmark for corpus size {doc_count} and {len(query_list)} queries...") + results, indexing_times = main(query_list, [corpus], k, [doc_count]) print("Benchmark Results:") print(results) print("Indexing Times:") print(indexing_times) - results.to_csv(os.path.join(os.path.dirname(__file__), f"vlite5_benchmark_results_{i}.csv"), index=False) - indexing_times.to_csv(os.path.join(os.path.dirname(__file__), f"vlite5_benchmark_indexing_times_{i}.csv"), index=False) - - \ No newline at end of file + results.to_csv(os.path.join(os.path.dirname(__file__), f"vlite8_benchmark_results_{i}.csv"), index=False) + indexing_times.to_csv(os.path.join(os.path.dirname(__file__), f"vlite8_benchmark_indexing_times_{i}.csv"), index=False) + \ No newline at end of file diff --git a/tests/contexts/vlite-bench.ctx b/tests/contexts/vlite-bench.ctx new file mode 100644 index 0000000000000000000000000000000000000000..3273faa19b1402269d64640184ba3144253d01ac GIT binary patch literal 1421952 zcmeFx&B|rbmge=e??n{ZHjyf^W2YKIU4adIMW*MNCgev^CXy;bb-ZtLy!-tT{}^Y^ zwcpbe_Jp;cF`lovVnq=Db83<)8lX 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documents).\n", + " \"\"\"\n", + " return f'Represent this sentence for searching relevant passages: {query}'\n", + "\n", + "# The model works really well with cls pooling (default) but also with mean poolin.\n", + "def pooling(outputs: torch.Tensor, inputs: Dict, strategy: str = 'cls') -> np.ndarray:\n", + " if strategy == 'cls':\n", + " outputs = outputs[:, 0]\n", + " elif strategy == 'mean':\n", + " outputs = torch.sum(\n", + " outputs * inputs[\"attention_mask\"][:, :, None], dim=1) / torch.sum(inputs[\"attention_mask\"])\n", + " else:\n", + " raise NotImplementedError\n", + " return outputs.detach().cpu().numpy()\n", + "\n", + "# 1. load model\n", + "model_id = 'mixedbread-ai/mxbai-embed-large-v1'\n", + "tokenizer = AutoTokenizer.from_pretrained(model_id)\n", + "model = AutoModel.from_pretrained(model_id)\n", + "\n", + "\n", + "docs = [\n", + " transform_query('A man is eating a piece of bread'),\n", + " \"A man is eating food.\",\n", + " \"A man is eating pasta.\",\n", + " \"The girl is carrying a baby.\",\n", + " \"A man is riding a horse.\",\n", + "]\n", + "\n", + "# 2. encode\n", + "inputs = tokenizer(docs, padding=True, return_tensors='pt')\n", + "for k, v in inputs.items():\n", + " inputs[k] = v\n", + "outputs = model(**inputs).last_hidden_state\n", + "embeddings = pooling(outputs, inputs, 'cls')\n", + "\n", + "similarities = cos_sim(embeddings[0], embeddings[1:])\n", + "print('similarities:', similarities)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ -41 -118 -100 111 42 0 58 -50 114 -124 59 51 109 -44\n", + " 5 -67 41 -39 100 -120 -41 48 33 89 -10 -5 -94 -42\n", + " -48 -37 -11 100 -21 96 27 127 -27 -49 -84 29 -108 70\n", + " 103 -37 118 81 4 42 80 8 63 55 -9 30 -118 -19\n", + " 45 39 -36 61 -120 -86 -6 43]\n", + " [ -46 -88 -120 124 10 38 54 -62 106 22 27 -5 93 -40\n", + " 53 -15 -127 77 86 77 -6 -33 55 -126 84 -5 62 -58\n", + " -40 -54 38 29 70 -40 15 124 21 -50 -3 29 -94 4\n", + " -29 -109 86 -45 36 111 114 -118 127 31 -67 -114 -120 73\n", + " 46 -10 -36 101 0 115 -52 2]]\n", + "(2, 64)\n" + ] + } + ], + "source": [ + "from sentence_transformers import SentenceTransformer\n", + "from sentence_transformers.quantization import quantize_embeddings\n", + "\n", + "# 1. Load an embedding model\n", + "model = SentenceTransformer(\"mixedbread-ai/mxbai-embed-large-v1\")\n", + "\n", + "# 2. Encode some text and select MRL dimensions\n", + "mrl_embeddings = model.encode(\n", + " [\"Who is german and likes bread?\", \"Everybody in Germany.\"], normalize_embeddings=True)[..., :512] \n", + "\n", + "# 3. Apply binary quantization\n", + "binary_embeddings = quantize_embeddings(mrl_embeddings, precision=\"binary\")\n", + "print(binary_embeddings)\n", + "print(binary_embeddings.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Represent this sentence for searching relevant passages: A man is eating a piece of bread', 'A man is eating food.', 'A man is eating pasta.', 'The girl is carrying a baby.', 'A man is riding a horse.']\n", + "Hamming distances: [57 62 63 64]\n", + "Normalized scores: [0.88867188 0.87890625 0.87695312 0.875 ]\n", + "binplus Hamming distances: [57 62 63 64]\n", + "binplus Normalized scores: [0.88867188 0.87890625 0.87695312 0.875 ]\n", + "int similarities: tensor([[0.7920, 0.6369, 0.1651, 0.3621]])\n", + "query_docs similarities: tensor([[0.7920, 0.6369, 0.1651, 0.3621]])\n" + ] + } + ], + "source": [ + "from sentence_transformers import SentenceTransformer\n", + "from sentence_transformers.util import cos_sim\n", + "\n", + "# 1. load model\n", + "model = SentenceTransformer(\"mixedbread-ai/mxbai-embed-large-v1\")\n", + "\n", + "# For retrieval you need to pass this prompt.\n", + "query = 'Represent this sentence for searching relevant passages: A man is eating a piece of bread'\n", + "\n", + "docs = [\n", + " \"A man is eating food.\",\n", + " \"A man is eating pasta.\",\n", + " \"The girl is carrying a baby.\",\n", + " \"A man is riding a horse.\",\n", + "]\n", + "\n", + "docs_plus = [query] + docs\n", + "print(docs_plus)\n", + "\n", + "# 2. Encode\n", + "docs_embeddings = model.encode(docs, normalize_embeddings=True)[..., :512]\n", + "query_embedding = model.encode(query, normalize_embeddings=True)[..., :512]\n", + "\n", + "docs_binary_embeds = np.packbits(docs_embeddings > 0, axis=-1)\n", + "query_binary_embed = np.packbits(query_embedding > 0, axis=-1)\n", + "\n", + "hamming_distances = np.sum(docs_binary_embeds != query_binary_embed, axis=1)\n", + "max_distance = docs_binary_embeds.shape[1] * 8 # Maximum possible Hamming distance\n", + "scores = 1 - hamming_distances / max_distance\n", + "# docs_embeddings = model.encode(docs, normalize_embeddings=True)[..., :512] \n", + "# query_embedding = model.encode(query, normalize_embeddings=True)[..., :512]\n", + "\n", + "# docs_binary_embeds = (np.packbits(docs_embeddings > 0).reshape(docs_embeddings.shape[0], -1) - 128).astype(np.int8)\n", + "# query_binary_embed = (np.packbits(query_embedding > 0).reshape(query_embedding.shape[0], -1) - 128).astype(np.int8)\n", + "\n", + "# 3. calculate similarities with hamming distance between binary embeddings\n", + "# Calculate the Hamming distances\n", + "# hamming_distances = np.sum(docs_binary_embeds != query_binary_embed, axis=1)\n", + "\n", + "# Convert Hamming distances to similarities (optional)\n", + "# similarities = -hamming_distances\n", + "\n", + "print('Hamming distances:', hamming_distances)\n", + "print('Normalized scores:', scores)\n", + "\n", + "#use transform_query with binary embeddings\n", + "docsplus_embeddings = model.encode(docs_plus, normalize_embeddings=True)[..., :512]\n", + "docsplus_binary_embeds = np.packbits(docsplus_embeddings > 0, axis=-1)\n", + "hamming_distances = np.sum(docsplus_binary_embeds[1:] != docsplus_binary_embeds[0], axis=1)\n", + "max_distance = docsplus_binary_embeds.shape[1] * 8 # Maximum possible Hamming distance\n", + "scores = 1 - hamming_distances / max_distance\n", + "\n", + "print('binplus Hamming distances:', hamming_distances)\n", + "print('binplus Normalized scores:', scores)\n", + "\n", + "# USE NORMAL EMBS\n", + "docs_int_embeddings = model.encode(docs)\n", + "query_int_embedding = model.encode(query)\n", + "\n", + "similarities = cos_sim(query_int_embedding, docs_int_embeddings)\n", + "print('int similarities:', similarities)\n", + "\n", + "# USE WITH QUERY \n", + "querydocs_embedding = model.encode(docs_plus)\n", + "similarities = cos_sim(querydocs_embedding[0], querydocs_embedding[1:])\n", + "print('query_docs similarities:', similarities)\n" + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/tests/unit.py b/tests/unit.py index c5eaf9c..04bcadb 100644 --- a/tests/unit.py +++ b/tests/unit.py @@ -39,7 +39,7 @@ def test_add_texts(self): TestVLite.test_times["add_multiple_texts"] = end_time - start_time count = self.vlite.count() print(f"Count of texts in the collection: {count}") - self.assertEqual(count, 34) + self.assertEqual(count, 20) self.assertEqual(len(result_512), 1) self.assertEqual(len(result_8192), 1) self.assertEqual(result_512[0][0], "test_text_2") diff --git a/vlite/main.py b/vlite/main.py index c2156bc..64e3068 100644 --- a/vlite/main.py +++ b/vlite/main.py @@ -51,7 +51,7 @@ def __init__(self, collection=None, device=None, model_name='mixedbread-ai/mxbai print(f"[__init__] Execution time: {end_time - start_time:.5f} seconds") print(f"Using device: {self.device}") - def add(self, data, metadata=None, item_id=None, need_chunks=True, fast=True): + def add(self, data, metadata=None, item_id=None, need_chunks=False, fast=True): start_time = time.time() data = [data] if not isinstance(data, list) else data results = [] @@ -82,9 +82,12 @@ def add(self, data, metadata=None, item_id=None, need_chunks=True, fast=True): all_metadata.extend([item_metadata] * len(chunks)) all_ids.extend([item_id] * len(chunks)) - encoded_data = self.model.embed(all_chunks, device=self.device) + # encoded_data = self.model.embed(all_chunks) - binary_encoded_data = self.model.quantize(encoded_data, precision="binary") + # binary_encoded_data = self.model.prepare_quantize(encoded_data, precision="binary") + + binary_encoded_data = self.model.embed(all_chunks, precision="binary") + for idx, (chunk, binary_vector, metadata) in enumerate(zip(all_chunks, binary_encoded_data, all_metadata)): chunk_id = f"{item_id}_{idx}" @@ -109,10 +112,13 @@ def retrieve(self, text=None, top_k=5, metadata=None, return_scores=False): if text: print(f"Retrieving top {top_k} similar texts for query: {text}") - query_vectors = self.model.embed(text, device=self.device) + # query_vectors = self.model.embed(text) - query_binary_vectors = self.model.quantize(query_vectors, precision="binary") + # query_binary_vectors = self.model.prepare_quantize(query_vectors, precision="binary") + query_binary_vectors = self.model.embed(text, precision="binary") + + # Perform search on the query binary vectors results = [] for query_binary_vector in query_binary_vectors: @@ -133,32 +139,55 @@ def retrieve(self, text=None, top_k=5, metadata=None, return_scores=False): def rank_and_filter(self, query_binary_vector, top_k, metadata=None): start_time = time.time() + print(f"aShape of query vector: {query_binary_vector.shape}") query_binary_vector = np.array(query_binary_vector).reshape(-1) - - corpus_binary_vectors = np.array([item['binary_vector'] for item in self.index.values()]) + print(f"bShape of query vector: {query_binary_vector.shape}") + + # Collect all binary vectors and ensure they all have the same shape as the query vector + binary_vectors = [] + mismatch_count = 0 + for item_id, item in self.index.items(): + binary_vector = item['binary_vector'] + if len(binary_vector) == len(query_binary_vector): + binary_vectors.append(binary_vector) + else: + mismatch_count += 1 + print(f"Skipping vector with ID {item_id} of length {len(binary_vector)}, expected length {len(query_binary_vector)}") + + if mismatch_count > 0: + print(f"Skipped {mismatch_count} vectors due to length mismatch.") + + # Convert list of binary vectors to a NumPy array + if binary_vectors: + corpus_binary_vectors = np.array(binary_vectors) + print(f"Shape of corpus binary vectors array: {corpus_binary_vectors.shape}") + else: + raise ValueError("No valid binary vectors found for comparison.") + top_k_indices, top_k_scores = self.model.search(query_binary_vector, corpus_binary_vectors, top_k) print(f"Top {top_k} indices: {top_k_indices}") print(f"Top {top_k} scores: {top_k_scores}") print(f"No. of items in the collection: {len(self.index)}") print(f"Vlite count: {self.count()}") - + top_k_ids = [list(self.index.keys())[idx] for idx in top_k_indices] # Apply metadata filter on the retrieved top_k items + filtered_ids = [] if metadata: - filtered_ids = [] for chunk_id in top_k_ids: item_metadata = self.index[chunk_id]['metadata'] if all(item_metadata.get(key) == value for key, value in metadata.items()): filtered_ids.append(chunk_id) top_k_ids = filtered_ids[:top_k] top_k_scores = top_k_scores[:len(top_k_ids)] - + end_time = time.time() print(f"[rank_and_filter] Execution time: {end_time - start_time:.5f} seconds") - return list(zip(top_k_ids, top_k_scores)) + + diff --git a/vlite/model.py b/vlite/model.py index ca8ed76..c170f73 100644 --- a/vlite/model.py +++ b/vlite/model.py @@ -4,29 +4,25 @@ import torch from typing import Dict -def normalize(v): - if v.ndim == 1: - v = v.reshape(1, -1) # Reshape v to 2D array if it is 1D - # Detach the tensor if it's a PyTorch tensor and requires grad - v = v.detach().cpu().numpy() if hasattr(v, 'detach') else v - norm = np.linalg.norm(v, axis=1, keepdims=True) - norm[norm == 0] = 1e-12 - return v / norm +# def normalize(v): +# return torch.nn.functional.normalize(v, p=2, dim=1) + def transform_query(query: str) -> str: return f'Represent this sentence for searching relevant passages: {query}' - def pooling(outputs: torch.Tensor, inputs: Dict, strategy: str = 'cls') -> np.ndarray: if strategy == 'cls': - outputs = outputs[:, 0] + pooled_output = outputs[:, 0] elif strategy == 'mean': - outputs = torch.sum( - outputs * inputs["attention_mask"][:, :, None], dim=1) / torch.sum(inputs["attention_mask"]) + attention_mask = inputs["attention_mask"][:, :, None] + sum_embeddings = torch.sum(outputs * attention_mask, dim=1) + sum_mask = torch.sum(attention_mask, dim=1) + pooled_output = sum_embeddings / sum_mask else: raise NotImplementedError - return outputs.detach().cpu().numpy() + return pooled_output def cos_sim_np(a, b): @@ -41,16 +37,12 @@ def cos_sim_np(a, b): return (dot_product / (norm_a * norm_b)).flatten() # Flatten to handle cases where we compare just two vectors - class EmbeddingModel: def __init__(self, model_name="mixedbread-ai/mxbai-embed-large-v1", device='cpu'): start_time = time.time() - self.device = device - self.tokenizer = AutoTokenizer.from_pretrained(model_name) self.model = AutoModel.from_pretrained(model_name).to(self.device) - self.model_metadata = { "bert.embedding_length": 512, "bert.context_length": 512 @@ -60,61 +52,58 @@ def __init__(self, model_name="mixedbread-ai/mxbai-embed-large-v1", device='cpu' self.embedding_dtype = "float32" end_time = time.time() print(f"[model.__init__] Execution time: {end_time - start_time:.5f} seconds") - - def embed(self, texts, device='cpu', batch_size=32): + + def embed(self, texts, batch_size=32, precision="binary"): start_time = time.time() if isinstance(texts, str): texts = [texts] # Ensure texts is always a list # Tokenize and prepare inputs - inputs = self.tokenizer(texts, padding=True, truncation=True, max_length=self.model.config.max_position_embeddings, return_tensors='pt') - - for k, v in inputs.items(): - inputs[k] = v.to(self.device) + inputs = self.tokenizer(texts, padding=True, truncation=True, max_length=self.context_length, return_tensors='pt') + inputs = {k: v.to(self.device) for k, v in inputs.items()} # Perform the forward pass - outputs = self.model(**inputs).last_hidden_state - - embeddings = pooling(outputs, inputs, 'cls') - - end_time = time.time() - print(f"[model.embed] Execution time: {end_time - start_time:.5f} seconds") - return embeddings - - + with torch.no_grad(): + outputs = self.model(**inputs).last_hidden_state + embeddings = pooling(outputs, inputs, 'cls') + # Normalize embeddings to unit length + assert isinstance(embeddings, torch.Tensor), "Embeddings must be a PyTorch tensor" + embeddings = self.normalize(embeddings) - def quantize(self, embeddings, precision="binary"): - start_time = time.time() - # first normalize_embeddings to unit length - embeddings = normalize(embeddings) - # slice to get MRL embeddings + # Slice to get MRL embeddings embeddings_slice = embeddings[..., :512] - + if precision == "binary": + binary_embeddings = (embeddings_slice > 0).byte() + quantized_embeddings = binary_embeddings.cpu().numpy() + np.packbits(quantized_embeddings, axis=-1) end_time = time.time() - print(f"[model.quantize] Execution time: {end_time - start_time:.5f} seconds") - return self._binary_quantize(embeddings_slice) + print(f"[model.embed] Execution time: {end_time - start_time:.5f} seconds") + print(f"Quantized embeddings shape: {quantized_embeddings.shape}") + return quantized_embeddings else: raise ValueError(f"Precision {precision} is not supported") - def _binary_quantize(self, embeddings): - return (np.packbits(embeddings > 0).reshape(embeddings.shape[0], -1) - 128).astype(np.int8) - def hamming_distance(self, embedding1, embedding2): # Calculate Hamming distance directly using bitwise operations - return np.count_nonzero(np.bitwise_xor(embedding1, embedding2)) + return np.sum(embedding1 != embedding2, axis=1) def search(self, query_embedding, embeddings, top_k): - query_embedding = np.atleast_2d(query_embedding) - - # Remove the type check for boolean, as we handle integer packed binaries - distances = np.array([self.hamming_distance(query_embedding.flatten(), emb.flatten()) for emb in embeddings]) - - # Find the indices of the top_k smallest distances - top_k_indices = np.argsort(distances)[:top_k] - top_k_scores = distances[top_k_indices] - + hamming_distances = np.sum(embeddings != query_embedding, axis=1) + max_distance = embeddings.shape[1] * 8 # Maximum possible Hamming distance + top_k_indices = np.argsort(hamming_distances)[:top_k] + top_k_scores = hamming_distances[top_k_indices] + top_k_scores = 1 - hamming_distances / max_distance return top_k_indices, top_k_scores + def normalize(self, v): + if isinstance(v, np.ndarray): + # Convert to tensor if accidentally given a numpy array (this should not happen if data flow is correct) + v = torch.tensor(v, dtype=torch.float32, device=self.device) + return torch.nn.functional.normalize(v, p=2, dim=1) + + def token_count(self, text): + encoded_input = self.tokenizer.encode_plus(text, return_tensors='pt') + return len(encoded_input['input_ids'][0]) \ No newline at end of file diff --git a/vlite/utils.py b/vlite/utils.py index 7d45dd0..ce85503 100644 --- a/vlite/utils.py +++ b/vlite/utils.py @@ -30,8 +30,6 @@ def chop_and_chunk(text, max_seq_length=512, fast=False): text = [text] enc = tiktoken.get_encoding("cl100k_base") chunks = [] - print(f"Length of text: {len(text)}") - # print(f"Original text: {text}") for t in text: if fast: chunk_size = max_seq_length * 4

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