From 837e17986e1c420f467bd6d8af82552b02604a72 Mon Sep 17 00:00:00 2001 From: Ubuntu Date: Thu, 18 Apr 2024 19:01:08 +0000 Subject: [PATCH] Update sphinx documentation --- src/docs/_build/doctrees/environment.pickle | Bin 1168858 -> 1170950 bytes .../doctrees/get_started.installation.doctree | Bin 4389 -> 4361 bytes .../doctrees/get_started.vectordb.doctree | Bin 9510 -> 11749 bytes .../_build/doctrees/grag.components.doctree | Bin 397687 -> 403292 bytes .../doctrees/grag.components.vectordb.doctree | Bin 150216 -> 150216 bytes src/docs/_build/doctrees/grag.rag.doctree | Bin 41145 -> 41158 bytes src/docs/_build/html/.buildinfo | 2 +- .../BasicRAG_stuff.ipynb | 2 +- .../retriever_app.ipynb | 2 +- .../Retriver-GUI_jupyter.zip | Bin 5824 -> 5824 bytes .../Retriver-GUI_python.zip | Bin 4814 -> 4814 bytes .../BasicRAG_FewShotPrompt.ipynb | 2 +- .../BasicRAG_CustomPrompt.ipynb | 2 +- .../BasicRAG_refine.ipynb | 2 +- .../BasicRAG_ingest.ipynb | 2 +- .../Basic-RAG_python.zip | Bin 4048 -> 4048 bytes .../Basic-RAG_jupyter.zip | Bin 8016 -> 8016 bytes .../_sources/get_started.installation.rst.txt | 5 +- .../_sources/get_started.vectordb.rst.txt | 22 ++- .../_sources/grag.components.vectordb.rst.txt | 2 +- src/docs/_build/html/_static/basic.css | 2 +- src/docs/_build/html/_static/doctools.js | 2 +- src/docs/_build/html/_static/language_data.js | 4 +- src/docs/_build/html/_static/pygments.css | 1 - src/docs/_build/html/_static/searchtools.js | 165 +++++++++++------- .../Basic-RAG/BasicRAG_CustomPrompt.html | 4 +- .../Basic-RAG/BasicRAG_FewShotPrompt.html | 4 +- .../Basic-RAG/BasicRAG_ingest.html | 4 +- .../Basic-RAG/BasicRAG_refine.html | 4 +- .../Basic-RAG/BasicRAG_stuff.html | 4 +- .../html/auto_examples/Basic-RAG/index.html | 4 +- .../Basic-RAG/sg_execution_times.html | 4 +- .../auto_examples/Retriver-GUI/index.html | 4 +- .../Retriver-GUI/retriever_app.html | 4 +- .../Retriver-GUI/sg_execution_times.html | 4 +- src/docs/_build/html/auto_examples_index.html | 4 +- src/docs/_build/html/genindex.html | 4 +- src/docs/_build/html/get_started.html | 4 +- .../_build/html/get_started.installation.html | 8 +- .../_build/html/get_started.introduction.html | 4 +- src/docs/_build/html/get_started.llms.html | 4 +- .../_build/html/get_started.vectordb.html | 25 ++- src/docs/_build/html/grag.components.html | 16 +- .../_build/html/grag.components.vectordb.html | 6 +- src/docs/_build/html/grag.html | 6 +- src/docs/_build/html/grag.prompts.html | 4 +- src/docs/_build/html/grag.quantize.html | 4 +- src/docs/_build/html/grag.rag.html | 4 +- src/docs/_build/html/index.html | 4 +- src/docs/_build/html/modules.html | 4 +- src/docs/_build/html/py-modindex.html | 4 +- src/docs/_build/html/search.html | 4 +- src/docs/_build/html/searchindex.js | 2 +- src/docs/_build/html/sg_execution_times.html | 4 +- .../Basic-RAG/Basic-RAG_jupyter.zip | Bin 7685 -> 8016 bytes .../Basic-RAG/Basic-RAG_python.zip | Bin 3733 -> 4048 bytes .../Basic-RAG/BasicRAG_CustomPrompt.ipynb | 2 +- .../Basic-RAG/BasicRAG_FewShotPrompt.ipynb | 2 +- .../BasicRAG_FewShotPrompt_codeobj.pickle | Bin 235 -> 235 bytes .../Basic-RAG/BasicRAG_ingest.ipynb | 4 +- .../Basic-RAG/BasicRAG_ingest.py | 16 +- .../Basic-RAG/BasicRAG_ingest.rst | 18 +- .../Basic-RAG/BasicRAG_ingest_codeobj.pickle | Bin 273 -> 369 bytes .../Basic-RAG/BasicRAG_refine.ipynb | 2 +- .../Basic-RAG/BasicRAG_refine_codeobj.pickle | Bin 437 -> 437 bytes .../Basic-RAG/BasicRAG_stuff.ipynb | 2 +- .../Basic-RAG/BasicRAG_stuff_codeobj.pickle | Bin 437 -> 437 bytes .../Retriver-GUI/Retriver-GUI_jupyter.zip | Bin 5824 -> 5824 bytes .../Retriver-GUI/Retriver-GUI_python.zip | Bin 4814 -> 4814 bytes .../Retriver-GUI/retriever_app.ipynb | 2 +- .../Retriver-GUI/retriever_app_codeobj.pickle | Bin 1381 -> 1381 bytes 71 files changed, 254 insertions(+), 166 deletions(-) diff --git a/src/docs/_build/doctrees/environment.pickle b/src/docs/_build/doctrees/environment.pickle index 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When it is not found, a full rebuild will be done. -config: 4e9c7fafa68d58ea0265316a26496cf3 +config: 6b07e347145cdddb9512d0a4e5895210 tags: 645f666f9bcd5a90fca523b33c5a78b7 diff --git a/src/docs/_build/html/_downloads/2ceb93416492b18edb9a519fe43e25d4/BasicRAG_stuff.ipynb b/src/docs/_build/html/_downloads/2ceb93416492b18edb9a519fe43e25d4/BasicRAG_stuff.ipynb index b6bd299..95f75ce 100644 --- a/src/docs/_build/html/_downloads/2ceb93416492b18edb9a519fe43e25d4/BasicRAG_stuff.ipynb +++ b/src/docs/_build/html/_downloads/2ceb93416492b18edb9a519fe43e25d4/BasicRAG_stuff.ipynb @@ -35,7 +35,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.11.7" } }, "nbformat": 4, diff --git a/src/docs/_build/html/_downloads/398f6ce64b7837df7dca7d8498b83c89/retriever_app.ipynb b/src/docs/_build/html/_downloads/398f6ce64b7837df7dca7d8498b83c89/retriever_app.ipynb index b3b9098..194df17 100644 --- a/src/docs/_build/html/_downloads/398f6ce64b7837df7dca7d8498b83c89/retriever_app.ipynb +++ b/src/docs/_build/html/_downloads/398f6ce64b7837df7dca7d8498b83c89/retriever_app.ipynb @@ -35,7 +35,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.11.7" } }, "nbformat": 4, diff --git a/src/docs/_build/html/_downloads/40ffe2716096f331549183db9c0ece72/Retriver-GUI_jupyter.zip b/src/docs/_build/html/_downloads/40ffe2716096f331549183db9c0ece72/Retriver-GUI_jupyter.zip index ff6acc4cc5eeef24dad82a5adf5d011f9ae10271..76a4b2c7e0b3bb652b34b41ffe959bb5680881a4 100644 GIT binary patch delta 46 tcmX@0dq7txz?+#xgaHIh`X)up7Y!8LD5NOHXg=9Q%#i~oG`UvH82|}}3+Mm< delta 46 tcmX@0dq7txz?+#xgaHJYcTbGaWnq!nD5NOHXffGD%#i~oG`UvH8367L3QYh2 diff --git a/src/docs/_build/html/_downloads/7c6daaeaa6e5520da795fa975d498452/Retriver-GUI_python.zip b/src/docs/_build/html/_downloads/7c6daaeaa6e5520da795fa975d498452/Retriver-GUI_python.zip index 041127fe084155268b810c308a123bbbf285c42e..18f76650e0de75d05b4515ae2b63883ae293cb1e 100644 GIT binary patch delta 30 hcmX@7dQO!$z?+#xgaHKf`X+7UtrTJg(vv%dTmf}F2n7HD delta 30 icmX@7dQO!$z?+#xgaHJYcTe2NTPeg0q$hU@xdH%m{0IjC diff --git a/src/docs/_build/html/_downloads/a5ce84c5bef70acf41de351348bff58f/BasicRAG_FewShotPrompt.ipynb b/src/docs/_build/html/_downloads/a5ce84c5bef70acf41de351348bff58f/BasicRAG_FewShotPrompt.ipynb index fc8096b..3330312 100644 --- a/src/docs/_build/html/_downloads/a5ce84c5bef70acf41de351348bff58f/BasicRAG_FewShotPrompt.ipynb +++ b/src/docs/_build/html/_downloads/a5ce84c5bef70acf41de351348bff58f/BasicRAG_FewShotPrompt.ipynb @@ -35,7 +35,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.11.7" } }, "nbformat": 4, diff --git a/src/docs/_build/html/_downloads/bf688b7eeb7dcdadbda5c6db6eed9225/BasicRAG_CustomPrompt.ipynb b/src/docs/_build/html/_downloads/bf688b7eeb7dcdadbda5c6db6eed9225/BasicRAG_CustomPrompt.ipynb index 18a67fa..6d08240 100644 --- a/src/docs/_build/html/_downloads/bf688b7eeb7dcdadbda5c6db6eed9225/BasicRAG_CustomPrompt.ipynb +++ b/src/docs/_build/html/_downloads/bf688b7eeb7dcdadbda5c6db6eed9225/BasicRAG_CustomPrompt.ipynb @@ -35,7 +35,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.11.7" } }, "nbformat": 4, diff --git a/src/docs/_build/html/_downloads/bf6c4ba115907c5ef1c944698d335d59/BasicRAG_refine.ipynb b/src/docs/_build/html/_downloads/bf6c4ba115907c5ef1c944698d335d59/BasicRAG_refine.ipynb index 50a91f7..14b62c4 100644 --- a/src/docs/_build/html/_downloads/bf6c4ba115907c5ef1c944698d335d59/BasicRAG_refine.ipynb +++ b/src/docs/_build/html/_downloads/bf6c4ba115907c5ef1c944698d335d59/BasicRAG_refine.ipynb @@ -35,7 +35,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.11.7" } }, "nbformat": 4, diff --git a/src/docs/_build/html/_downloads/c2aaa4bbe39e5912c7fc7f49997b431e/BasicRAG_ingest.ipynb b/src/docs/_build/html/_downloads/c2aaa4bbe39e5912c7fc7f49997b431e/BasicRAG_ingest.ipynb index 6e74a1b..6b424df 100644 --- a/src/docs/_build/html/_downloads/c2aaa4bbe39e5912c7fc7f49997b431e/BasicRAG_ingest.ipynb +++ b/src/docs/_build/html/_downloads/c2aaa4bbe39e5912c7fc7f49997b431e/BasicRAG_ingest.ipynb @@ -35,7 +35,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.11.7" } }, "nbformat": 4, diff --git a/src/docs/_build/html/_downloads/d30c8b1c6e4654b2ad3d2a98fac0be74/Basic-RAG_python.zip b/src/docs/_build/html/_downloads/d30c8b1c6e4654b2ad3d2a98fac0be74/Basic-RAG_python.zip index 11dfc62fcc3ca3c61ae138fc6341a260ad663f53..da8c9fa3a2c6e9c282a0caec3cb1cd4f44e420d4 100644 GIT binary patch delta 123 zcmca0e?gu%z?+#xgaHIh`X+7UUBS$(*Eeai42K*On6ZO7kp;}K<>G*dc<>l8F$2|3 zuH~~81gecNZJaXaBO?O?2n$U<%_lWkhhG$=XYyV?X{Ix*lW*~TP_X=!-L0&i5aMN saxI@NNM`b1KIzFf_;@F)^2>nvd-_`Z)rSUEI`_. +* To run Chroma locally, either: + + - Move to `src/scripts` then run ``source run_chroma.sh`` OR + + - Refer to `Running Chroma in ClientServer `_. This by default runs on port 8000. -* If Chroma is not run locally, change `host` and `port` under `chroma` in `src/config.ini`, or provide the arguments + +* If Chroma is not run locally, change ``host`` and ``port`` under ``chroma`` in `src/config.ini`, or provide the arguments explicitly. +For non-supported vectorstores, (...) Embeddings ########### -* By default, the embedding model is `instructor-xl`. Can be changed by changing `embedding_type` and `embedding_model` +* By default, the embedding model is `instructor-xl`. Can be changed by changing ``embedding_type`` and ``embedding_model`` in `src/config.ini` or providing the arguments explicitly. * Any huggingface embeddings can be used. Data Ingestion ############### + +For more details on data ingestion, refer to our `cookbook `_. + :: client = DeepLakeClient() # Any vectordb client @@ -41,3 +50,4 @@ Data Ingestion retriever.ingest(dir_path) + diff --git a/src/docs/_build/html/_sources/grag.components.vectordb.rst.txt b/src/docs/_build/html/_sources/grag.components.vectordb.rst.txt index 8dfe73b..3f894b0 100644 --- a/src/docs/_build/html/_sources/grag.components.vectordb.rst.txt +++ b/src/docs/_build/html/_sources/grag.components.vectordb.rst.txt @@ -28,7 +28,7 @@ Deeplake Client :undoc-members: :show-inheritance: -Module contents +Module Contents --------------- .. automodule:: grag.components.vectordb diff --git a/src/docs/_build/html/_static/basic.css b/src/docs/_build/html/_static/basic.css index 30fee9d..f316efc 100644 --- a/src/docs/_build/html/_static/basic.css +++ b/src/docs/_build/html/_static/basic.css @@ -4,7 +4,7 @@ * * Sphinx stylesheet -- basic theme. * - * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS. * :license: BSD, see LICENSE for details. * */ diff --git a/src/docs/_build/html/_static/doctools.js b/src/docs/_build/html/_static/doctools.js index d06a71d..4d67807 100644 --- a/src/docs/_build/html/_static/doctools.js +++ b/src/docs/_build/html/_static/doctools.js @@ -4,7 +4,7 @@ * * Base JavaScript utilities for all Sphinx HTML documentation. * - * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS. * :license: BSD, see LICENSE for details. * */ diff --git a/src/docs/_build/html/_static/language_data.js b/src/docs/_build/html/_static/language_data.js index 250f566..367b8ed 100644 --- a/src/docs/_build/html/_static/language_data.js +++ b/src/docs/_build/html/_static/language_data.js @@ -5,7 +5,7 @@ * This script contains the language-specific data used by searchtools.js, * namely the list of stopwords, stemmer, scorer and splitter. * - * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS. * :license: BSD, see LICENSE for details. * */ @@ -13,7 +13,7 @@ var stopwords = ["a", "and", "are", "as", "at", "be", "but", "by", "for", "if", "in", "into", "is", "it", "near", "no", "not", "of", "on", "or", "such", "that", "the", "their", "then", "there", "these", "they", "this", "to", "was", "will", "with"]; -/* Non-minified version is copied as a separate JS file, is available */ +/* Non-minified version is copied as a separate JS file, if available */ /** * Porter Stemmer diff --git a/src/docs/_build/html/_static/pygments.css b/src/docs/_build/html/_static/pygments.css index 84ab303..08bec68 100644 --- a/src/docs/_build/html/_static/pygments.css +++ b/src/docs/_build/html/_static/pygments.css @@ -17,7 +17,6 @@ span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: .highlight .cs { color: #3D7B7B; font-style: italic } /* Comment.Special */ .highlight .gd { color: #A00000 } /* Generic.Deleted */ .highlight .ge { font-style: italic } /* Generic.Emph */ -.highlight .ges { font-weight: bold; font-style: italic } /* Generic.EmphStrong */ .highlight .gr { color: #E40000 } /* Generic.Error */ .highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */ .highlight .gi { color: #008400 } /* Generic.Inserted */ diff --git a/src/docs/_build/html/_static/searchtools.js b/src/docs/_build/html/_static/searchtools.js index 7918c3f..92da3f8 100644 --- a/src/docs/_build/html/_static/searchtools.js +++ b/src/docs/_build/html/_static/searchtools.js @@ -4,7 +4,7 @@ * * Sphinx JavaScript utilities for the full-text search. * - * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS. * :license: BSD, see LICENSE for details. * */ @@ -99,7 +99,7 @@ const _displayItem = (item, searchTerms, highlightTerms) => { .then((data) => { if (data) listItem.appendChild( - Search.makeSearchSummary(data, searchTerms) + Search.makeSearchSummary(data, searchTerms, anchor) ); // highlight search terms in the summary if (SPHINX_HIGHLIGHT_ENABLED) // set in sphinx_highlight.js @@ -116,8 +116,8 @@ const _finishSearch = (resultCount) => { ); else Search.status.innerText = _( - `Search finished, found ${resultCount} page(s) matching the search query.` - ); + "Search finished, found ${resultCount} page(s) matching the search query." + ).replace('${resultCount}', resultCount); }; const _displayNextItem = ( results, @@ -137,6 +137,22 @@ const _displayNextItem = ( // search finished, update title and status message else _finishSearch(resultCount); }; +// Helper function used by query() to order search results. +// Each input is an array of [docname, title, anchor, descr, score, filename]. +// Order the results by score (in opposite order of appearance, since the +// `_displayNextItem` function uses pop() to retrieve items) and then alphabetically. +const _orderResultsByScoreThenName = (a, b) => { + const leftScore = a[4]; + const rightScore = b[4]; + if (leftScore === rightScore) { + // same score: sort alphabetically + const leftTitle = a[1].toLowerCase(); + const rightTitle = b[1].toLowerCase(); + if (leftTitle === rightTitle) return 0; + return leftTitle > rightTitle ? -1 : 1; // inverted is intentional + } + return leftScore > rightScore ? 1 : -1; +}; /** * Default splitQuery function. Can be overridden in ``sphinx.search`` with a @@ -160,13 +176,26 @@ const Search = { _queued_query: null, _pulse_status: -1, - htmlToText: (htmlString) => { + htmlToText: (htmlString, anchor) => { const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html'); - htmlElement.querySelectorAll(".headerlink").forEach((el) => { el.remove() }); + for (const removalQuery of [".headerlinks", "script", "style"]) { + htmlElement.querySelectorAll(removalQuery).forEach((el) => { el.remove() }); + } + if (anchor) { + const anchorContent = htmlElement.querySelector(`[role="main"] ${anchor}`); + if (anchorContent) return anchorContent.textContent; + + console.warn( + `Anchored content block not found. Sphinx search tries to obtain it via DOM query '[role=main] ${anchor}'. Check your theme or template.` + ); + } + + // if anchor not specified or not found, fall back to main content const docContent = htmlElement.querySelector('[role="main"]'); - if (docContent !== undefined) return docContent.textContent; + if (docContent) return docContent.textContent; + console.warn( - "Content block not found. Sphinx search tries to obtain it via '[role=main]'. Could you check your theme or template." + "Content block not found. Sphinx search tries to obtain it via DOM query '[role=main]'. Check your theme or template." ); return ""; }, @@ -239,16 +268,7 @@ const Search = { else Search.deferQuery(query); }, - /** - * execute search (requires search index to be loaded) - */ - query: (query) => { - const filenames = Search._index.filenames; - const docNames = Search._index.docnames; - const titles = Search._index.titles; - const allTitles = Search._index.alltitles; - const indexEntries = Search._index.indexentries; - + _parseQuery: (query) => { // stem the search terms and add them to the correct list const stemmer = new Stemmer(); const searchTerms = new Set(); @@ -284,16 +304,32 @@ const Search = { // console.info("required: ", [...searchTerms]); // console.info("excluded: ", [...excludedTerms]); - // array of [docname, title, anchor, descr, score, filename] - let results = []; + return [query, searchTerms, excludedTerms, highlightTerms, objectTerms]; + }, + + /** + * execute search (requires search index to be loaded) + */ + _performSearch: (query, searchTerms, excludedTerms, highlightTerms, objectTerms) => { + const filenames = Search._index.filenames; + const docNames = Search._index.docnames; + const titles = Search._index.titles; + const allTitles = Search._index.alltitles; + const indexEntries = Search._index.indexentries; + + // Collect multiple result groups to be sorted separately and then ordered. + // Each is an array of [docname, title, anchor, descr, score, filename]. + const normalResults = []; + const nonMainIndexResults = []; + _removeChildren(document.getElementById("search-progress")); - const queryLower = query.toLowerCase(); + const queryLower = query.toLowerCase().trim(); for (const [title, foundTitles] of Object.entries(allTitles)) { - if (title.toLowerCase().includes(queryLower) && (queryLower.length >= title.length/2)) { + if (title.toLowerCase().trim().includes(queryLower) && (queryLower.length >= title.length/2)) { for (const [file, id] of foundTitles) { let score = Math.round(100 * queryLower.length / title.length) - results.push([ + normalResults.push([ docNames[file], titles[file] !== title ? `${titles[file]} > ${title}` : title, id !== null ? "#" + id : "", @@ -308,46 +344,47 @@ const Search = { // search for explicit entries in index directives for (const [entry, foundEntries] of Object.entries(indexEntries)) { if (entry.includes(queryLower) && (queryLower.length >= entry.length/2)) { - for (const [file, id] of foundEntries) { - let score = Math.round(100 * queryLower.length / entry.length) - results.push([ + for (const [file, id, isMain] of foundEntries) { + const score = Math.round(100 * queryLower.length / entry.length); + const result = [ docNames[file], titles[file], id ? "#" + id : "", null, score, filenames[file], - ]); + ]; + if (isMain) { + normalResults.push(result); + } else { + nonMainIndexResults.push(result); + } } } } // lookup as object objectTerms.forEach((term) => - results.push(...Search.performObjectSearch(term, objectTerms)) + normalResults.push(...Search.performObjectSearch(term, objectTerms)) ); // lookup as search terms in fulltext - results.push(...Search.performTermsSearch(searchTerms, excludedTerms)); + normalResults.push(...Search.performTermsSearch(searchTerms, excludedTerms)); // let the scorer override scores with a custom scoring function - if (Scorer.score) results.forEach((item) => (item[4] = Scorer.score(item))); - - // now sort the results by score (in opposite order of appearance, since the - // display function below uses pop() to retrieve items) and then - // alphabetically - results.sort((a, b) => { - const leftScore = a[4]; - const rightScore = b[4]; - if (leftScore === rightScore) { - // same score: sort alphabetically - const leftTitle = a[1].toLowerCase(); - const rightTitle = b[1].toLowerCase(); - if (leftTitle === rightTitle) return 0; - return leftTitle > rightTitle ? -1 : 1; // inverted is intentional - } - return leftScore > rightScore ? 1 : -1; - }); + if (Scorer.score) { + normalResults.forEach((item) => (item[4] = Scorer.score(item))); + nonMainIndexResults.forEach((item) => (item[4] = Scorer.score(item))); + } + + // Sort each group of results by score and then alphabetically by name. + normalResults.sort(_orderResultsByScoreThenName); + nonMainIndexResults.sort(_orderResultsByScoreThenName); + + // Combine the result groups in (reverse) order. + // Non-main index entries are typically arbitrary cross-references, + // so display them after other results. + let results = [...nonMainIndexResults, ...normalResults]; // remove duplicate search results // note the reversing of results, so that in the case of duplicates, the highest-scoring entry is kept @@ -361,7 +398,12 @@ const Search = { return acc; }, []); - results = results.reverse(); + return results.reverse(); + }, + + query: (query) => { + const [searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms] = Search._parseQuery(query); + const results = Search._performSearch(searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms); // for debugging //Search.lastresults = results.slice(); // a copy @@ -466,14 +508,18 @@ const Search = { // add support for partial matches if (word.length > 2) { const escapedWord = _escapeRegExp(word); - Object.keys(terms).forEach((term) => { - if (term.match(escapedWord) && !terms[word]) - arr.push({ files: terms[term], score: Scorer.partialTerm }); - }); - Object.keys(titleTerms).forEach((term) => { - if (term.match(escapedWord) && !titleTerms[word]) - arr.push({ files: titleTerms[word], score: Scorer.partialTitle }); - }); + if (!terms.hasOwnProperty(word)) { + Object.keys(terms).forEach((term) => { + if (term.match(escapedWord)) + arr.push({ files: terms[term], score: Scorer.partialTerm }); + }); + } + if (!titleTerms.hasOwnProperty(word)) { + Object.keys(titleTerms).forEach((term) => { + if (term.match(escapedWord)) + arr.push({ files: titleTerms[term], score: Scorer.partialTitle }); + }); + } } // no match but word was a required one @@ -496,9 +542,8 @@ const Search = { // create the mapping files.forEach((file) => { - if (fileMap.has(file) && fileMap.get(file).indexOf(word) === -1) - fileMap.get(file).push(word); - else fileMap.set(file, [word]); + if (!fileMap.has(file)) fileMap.set(file, [word]); + else if (fileMap.get(file).indexOf(word) === -1) fileMap.get(file).push(word); }); }); @@ -549,8 +594,8 @@ const Search = { * search summary for a given text. keywords is a list * of stemmed words. */ - makeSearchSummary: (htmlText, keywords) => { - const text = Search.htmlToText(htmlText); + makeSearchSummary: (htmlText, keywords, anchor) => { + const text = Search.htmlToText(htmlText, anchor); if (text === "") return null; const textLower = text.toLowerCase(); diff --git a/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_CustomPrompt.html b/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_CustomPrompt.html index 53b533b..ec76388 100644 --- a/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_CustomPrompt.html +++ b/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_CustomPrompt.html @@ -5,7 +5,7 @@ Custom Prompts — GRAG 0.0.1 documentation - + @@ -20,7 +20,7 @@ - + diff --git a/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_FewShotPrompt.html b/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_FewShotPrompt.html index 69a5ba6..659a9d4 100644 --- a/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_FewShotPrompt.html +++ b/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_FewShotPrompt.html @@ -5,7 +5,7 @@ Custom Few-Shot Prompts — GRAG 0.0.1 documentation - + @@ -20,7 +20,7 @@ - + diff --git a/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_ingest.html b/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_ingest.html index d58bf61..e26477e 100644 --- a/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_ingest.html +++ b/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_ingest.html @@ -5,7 +5,7 @@ Document Ingestion — GRAG 0.0.1 documentation - + @@ -20,7 +20,7 @@ - + diff --git a/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_refine.html b/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_refine.html index 43433b2..ab5637b 100644 --- a/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_refine.html +++ b/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_refine.html @@ -5,7 +5,7 @@ Refine Chain — GRAG 0.0.1 documentation - + @@ -20,7 +20,7 @@ - + diff --git a/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_stuff.html b/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_stuff.html index 43131d1..5def119 100644 --- a/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_stuff.html +++ b/src/docs/_build/html/auto_examples/Basic-RAG/BasicRAG_stuff.html @@ -5,7 +5,7 @@ Stuff Chain — GRAG 0.0.1 documentation - + @@ -20,7 +20,7 @@ - + diff --git a/src/docs/_build/html/auto_examples/Basic-RAG/index.html b/src/docs/_build/html/auto_examples/Basic-RAG/index.html index 9e684e2..8a92546 100644 --- a/src/docs/_build/html/auto_examples/Basic-RAG/index.html +++ b/src/docs/_build/html/auto_examples/Basic-RAG/index.html @@ -5,7 +5,7 @@ Basic-RAG Cookbooks — GRAG 0.0.1 documentation - + @@ -20,7 +20,7 @@ - + diff --git a/src/docs/_build/html/auto_examples/Basic-RAG/sg_execution_times.html b/src/docs/_build/html/auto_examples/Basic-RAG/sg_execution_times.html index 31a6d61..4182a9d 100644 --- a/src/docs/_build/html/auto_examples/Basic-RAG/sg_execution_times.html +++ b/src/docs/_build/html/auto_examples/Basic-RAG/sg_execution_times.html @@ -5,7 +5,7 @@ Computation times — GRAG 0.0.1 documentation - + @@ -20,7 +20,7 @@ - + diff --git a/src/docs/_build/html/auto_examples/Retriver-GUI/index.html b/src/docs/_build/html/auto_examples/Retriver-GUI/index.html index c16a698..27a9cb7 100644 --- a/src/docs/_build/html/auto_examples/Retriver-GUI/index.html +++ b/src/docs/_build/html/auto_examples/Retriver-GUI/index.html @@ -5,7 +5,7 @@ Retriever-GUI Cookbooks — GRAG 0.0.1 documentation - + @@ -20,7 +20,7 @@ - + diff --git a/src/docs/_build/html/auto_examples/Retriver-GUI/retriever_app.html b/src/docs/_build/html/auto_examples/Retriver-GUI/retriever_app.html index 9abaaa1..9704220 100644 --- a/src/docs/_build/html/auto_examples/Retriver-GUI/retriever_app.html +++ b/src/docs/_build/html/auto_examples/Retriver-GUI/retriever_app.html @@ -5,7 +5,7 @@ Retriever GUI — GRAG 0.0.1 documentation - + @@ -20,7 +20,7 @@ - + diff --git a/src/docs/_build/html/auto_examples/Retriver-GUI/sg_execution_times.html b/src/docs/_build/html/auto_examples/Retriver-GUI/sg_execution_times.html index 3628389..eded284 100644 --- a/src/docs/_build/html/auto_examples/Retriver-GUI/sg_execution_times.html +++ b/src/docs/_build/html/auto_examples/Retriver-GUI/sg_execution_times.html @@ -5,7 +5,7 @@ Computation times — GRAG 0.0.1 documentation - + @@ -20,7 +20,7 @@ - + diff --git a/src/docs/_build/html/auto_examples_index.html b/src/docs/_build/html/auto_examples_index.html index 9f0d0ad..a1f6772 100644 --- a/src/docs/_build/html/auto_examples_index.html +++ b/src/docs/_build/html/auto_examples_index.html @@ -5,7 +5,7 @@ Cookbooks — GRAG 0.0.1 documentation - + @@ -20,7 +20,7 @@ - + diff --git a/src/docs/_build/html/genindex.html b/src/docs/_build/html/genindex.html index f063296..5e9b022 100644 --- a/src/docs/_build/html/genindex.html +++ b/src/docs/_build/html/genindex.html @@ -4,7 +4,7 @@ Index — GRAG 0.0.1 documentation - + @@ -19,7 +19,7 @@ - + diff --git a/src/docs/_build/html/get_started.html b/src/docs/_build/html/get_started.html index 9086f5e..1e30800 100644 --- a/src/docs/_build/html/get_started.html +++ b/src/docs/_build/html/get_started.html @@ -5,7 +5,7 @@ Get Started — GRAG 0.0.1 documentation - + @@ -20,7 +20,7 @@ - + diff --git a/src/docs/_build/html/get_started.installation.html b/src/docs/_build/html/get_started.installation.html index 541c6db..bb5b3a3 100644 --- a/src/docs/_build/html/get_started.installation.html +++ b/src/docs/_build/html/get_started.installation.html @@ -5,7 +5,7 @@ Installation — GRAG 0.0.1 documentation - + @@ -20,7 +20,7 @@ - + @@ -87,13 +87,13 @@

Installation

-

Since we are just in the development phase we have not published to pypi yet.

+

Since we are in the development phase, we have not published to pypi yet.

  • git clone the repository

  • pip install . from the repository

  • For Developers: pip install -e .

-

Moreover, further customization can be made on the config file, src/config.ini.

+

Further customization can be made on the config file, src/config.ini.

diff --git a/src/docs/_build/html/get_started.introduction.html b/src/docs/_build/html/get_started.introduction.html index 49fdab2..f713341 100644 --- a/src/docs/_build/html/get_started.introduction.html +++ b/src/docs/_build/html/get_started.introduction.html @@ -5,7 +5,7 @@ GRAG Overview — GRAG 0.0.1 documentation - + @@ -20,7 +20,7 @@ - + diff --git a/src/docs/_build/html/get_started.llms.html b/src/docs/_build/html/get_started.llms.html index 8f9f619..a0ff425 100644 --- a/src/docs/_build/html/get_started.llms.html +++ b/src/docs/_build/html/get_started.llms.html @@ -5,7 +5,7 @@ LLMs — GRAG 0.0.1 documentation - + @@ -20,7 +20,7 @@ - + diff --git a/src/docs/_build/html/get_started.vectordb.html b/src/docs/_build/html/get_started.vectordb.html index 8997e87..60a2eea 100644 --- a/src/docs/_build/html/get_started.vectordb.html +++ b/src/docs/_build/html/get_started.vectordb.html @@ -5,7 +5,7 @@ Vector Stores — GRAG 0.0.1 documentation - + @@ -20,7 +20,7 @@ - + @@ -95,36 +95,43 @@

Vector Stores

-

# Explain what a vector store is…

+

Vector store or vector database is a type of database that stores data in high-dimensional vectors. +This is a crucial component of RAG, storing embeddings for both retrieval and generation processes.

Supported Vector Stores

Currently supported vectorstores are:

  1. Chroma

    2. -

  2. Deeplake

    3. +

  3. DeepLake

Chroma

Since Chroma is a server-client based vector database, make sure to run the server.

+
    +

  • To run Chroma locally, either:

      -

    • To run Chroma locally, either use move to src/scripts then run source run_chroma.sh or refer to -Running Chroma in ClientServer. -This by default runs on port 8000.

      • -

    • If Chroma is not run locally, change host and port under chroma in src/config.ini, or provide the arguments +

    • Move to src/scripts then run source run_chroma.sh OR

      • +

    • Refer to Running Chroma in ClientServer.

      • +
    +

    This by default runs on port 8000.

    +
    • +

  • If Chroma is not run locally, change host and port under chroma in src/config.ini, or provide the arguments explicitly.

+

For non-supported vectorstores, (…)

Embeddings

    -

  • By default, the embedding model is instructor-xl. Can be changed by changing embedding_type and embedding_model +

  • By default, the embedding model is instructor-xl. Can be changed by changing embedding_type and embedding_model in src/config.ini or providing the arguments explicitly.

  • Any huggingface embeddings can be used.

Data Ingestion

+

For more details on data ingestion, refer to our cookbook.

client = DeepLakeClient() # Any vectordb client
 retriever = Retriever(vectordb=client)
 
diff --git a/src/docs/_build/html/grag.components.html b/src/docs/_build/html/grag.components.html
index 3621c76..6b46a25 100644
--- a/src/docs/_build/html/grag.components.html
+++ b/src/docs/_build/html/grag.components.html
@@ -5,7 +5,7 @@
 
   
   Components — GRAG 0.0.1 documentation
-      
+      
       
       
       
@@ -20,7 +20,7 @@
         
         
         
-        
+        
         
     
     
@@ -183,7 +183,7 @@ 
VectorDB
 
 
 
-
  • Module contents
    • 
+
  • Module Contents
    • 
 
 
 
@@ -192,8 +192,10 @@ 
    VectorDB
 
    
 
    Embedding
    
 
    Class for embedding.
    
-
    This module provides:
-- Embedding
    
+
    This module provides.
    
+
      
+
    • Embedding
      • 
+
    
 
    
 
    
 class grag.components.embedding.Embedding(embedding_type: str, embedding_model: str)[source]
    
@@ -1021,7 +1023,7 @@ 
    VectorDB
 
 
    
 
    
-model_fields: ClassVar[dict[str, FieldInfo]] = {'doc_chain': FieldInfo(annotation=str, required=False, default='stuff'), 'example_template': FieldInfo(annotation=str, required=True), 'examples': FieldInfo(annotation=List[Dict[str, Any]], required=True), 'filepath': FieldInfo(annotation=Union[str, NoneType], required=False, exclude=True), 'input_keys': FieldInfo(annotation=List[str], required=True), 'language': FieldInfo(annotation=str, required=False, default='en'), 'llm_type': FieldInfo(annotation=str, required=False, default='None'), 'name': FieldInfo(annotation=str, required=False, default='custom_prompt'), 'output_keys': FieldInfo(annotation=List[str], required=True), 'prefix': FieldInfo(annotation=str, required=True), 'prompt': FieldInfo(annotation=Union[PromptTemplate, NoneType], required=False, exclude=True, repr=False), 'source': FieldInfo(annotation=str, required=False, default='NoSource'), 'suffix': FieldInfo(annotation=str, required=True), 'task': FieldInfo(annotation=str, required=False, default='QA'), 'template': FieldInfo(annotation=str, required=True)}[source]
    
+model_fields: ClassVar[dict[str, FieldInfo]] = {'doc_chain': FieldInfo(annotation=str, required=False, default='stuff'), 'example_template': FieldInfo(annotation=str, required=True), 'examples': FieldInfo(annotation=List[Dict[str, Any]], required=True), 'filepath': FieldInfo(annotation=Union[str, NoneType], required=False, default=None, exclude=True), 'input_keys': FieldInfo(annotation=List[str], required=True), 'language': FieldInfo(annotation=str, required=False, default='en'), 'llm_type': FieldInfo(annotation=str, required=False, default='None'), 'name': FieldInfo(annotation=str, required=False, default='custom_prompt'), 'output_keys': FieldInfo(annotation=List[str], required=True), 'prefix': FieldInfo(annotation=str, required=True), 'prompt': FieldInfo(annotation=Union[PromptTemplate, NoneType], required=False, default=None, exclude=True, repr=False), 'source': FieldInfo(annotation=str, required=False, default='NoSource'), 'suffix': FieldInfo(annotation=str, required=True), 'task': FieldInfo(annotation=str, required=False, default='QA'), 'template': FieldInfo(annotation=str, required=True)}[source]
 
    Metadata about the fields defined on the model,
 mapping of field names to [FieldInfo][pydantic.fields.FieldInfo].
    
 
    This replaces Model.__fields__ from Pydantic V1.
    
@@ -1201,7 +1203,7 @@ 
    VectorDB
 
 
    
 
    
-model_fields: ClassVar[dict[str, FieldInfo]] = {'doc_chain': FieldInfo(annotation=str, required=False, default='stuff'), 'filepath': FieldInfo(annotation=Union[str, NoneType], required=False, exclude=True), 'input_keys': FieldInfo(annotation=List[str], required=True), 'language': FieldInfo(annotation=str, required=False, default='en'), 'llm_type': FieldInfo(annotation=str, required=False, default='None'), 'name': FieldInfo(annotation=str, required=False, default='custom_prompt'), 'prompt': FieldInfo(annotation=Union[PromptTemplate, NoneType], required=False, exclude=True, repr=False), 'source': FieldInfo(annotation=str, required=False, default='NoSource'), 'task': FieldInfo(annotation=str, required=False, default='QA'), 'template': FieldInfo(annotation=str, required=True)}[source]
    
+model_fields: ClassVar[dict[str, FieldInfo]] = {'doc_chain': FieldInfo(annotation=str, required=False, default='stuff'), 'filepath': FieldInfo(annotation=Union[str, NoneType], required=False, default=None, exclude=True), 'input_keys': FieldInfo(annotation=List[str], required=True), 'language': FieldInfo(annotation=str, required=False, default='en'), 'llm_type': FieldInfo(annotation=str, required=False, default='None'), 'name': FieldInfo(annotation=str, required=False, default='custom_prompt'), 'prompt': FieldInfo(annotation=Union[PromptTemplate, NoneType], required=False, default=None, exclude=True, repr=False), 'source': FieldInfo(annotation=str, required=False, default='NoSource'), 'task': FieldInfo(annotation=str, required=False, default='QA'), 'template': FieldInfo(annotation=str, required=True)}[source]
 
    Metadata about the fields defined on the model,
 mapping of field names to [FieldInfo][pydantic.fields.FieldInfo].
    
 
    This replaces Model.__fields__ from Pydantic V1.
    
diff --git a/src/docs/_build/html/grag.components.vectordb.html b/src/docs/_build/html/grag.components.vectordb.html
index dcee302..d9a4990 100644
--- a/src/docs/_build/html/grag.components.vectordb.html
+++ b/src/docs/_build/html/grag.components.vectordb.html
@@ -5,7 +5,7 @@
 
   
   VectorDB — GRAG 0.0.1 documentation
-      
+      
       
       
       
@@ -20,7 +20,7 @@
         
         
         
-        
+        
         
     
     
@@ -497,7 +497,7 @@ 
    Submodules
-
    Module contents
    
+
    Module Contents
    diff --git a/src/docs/_build/html/grag.html b/src/docs/_build/html/grag.html index ef3683c..31114ed 100644 --- a/src/docs/_build/html/grag.html +++ b/src/docs/_build/html/grag.html @@ -5,7 +5,7 @@ GRAG — GRAG 0.0.1 documentation - + @@ -20,7 +20,7 @@ - + @@ -97,7 +97,7 @@

    GRAG<
  • Base
  • Chroma Client
  • Deeplake Client
    • -
  • Module contents
    • +
  • Module Contents
    • diff --git a/src/docs/_build/html/grag.prompts.html b/src/docs/_build/html/grag.prompts.html index fb6ef23..4ce156d 100644 --- a/src/docs/_build/html/grag.prompts.html +++ b/src/docs/_build/html/grag.prompts.html @@ -5,7 +5,7 @@ Prompts — GRAG 0.0.1 documentation - + @@ -20,7 +20,7 @@ - + diff --git a/src/docs/_build/html/grag.quantize.html b/src/docs/_build/html/grag.quantize.html index 41d8807..8abc938 100644 --- a/src/docs/_build/html/grag.quantize.html +++ b/src/docs/_build/html/grag.quantize.html @@ -5,7 +5,7 @@ Quantize — GRAG 0.0.1 documentation - + @@ -20,7 +20,7 @@ - + diff --git a/src/docs/_build/html/grag.rag.html b/src/docs/_build/html/grag.rag.html index 33e5322..7745b07 100644 --- a/src/docs/_build/html/grag.rag.html +++ b/src/docs/_build/html/grag.rag.html @@ -5,7 +5,7 @@ RAG — GRAG 0.0.1 documentation - + @@ -20,7 +20,7 @@ - + diff --git a/src/docs/_build/html/index.html b/src/docs/_build/html/index.html index 6ae15b6..d682dd6 100644 --- a/src/docs/_build/html/index.html +++ b/src/docs/_build/html/index.html @@ -5,7 +5,7 @@ Welcome to GRAG’s documentation! — GRAG 0.0.1 documentation - + @@ -20,7 +20,7 @@ - + diff --git a/src/docs/_build/html/modules.html b/src/docs/_build/html/modules.html index 3c19dbb..7241f10 100644 --- a/src/docs/_build/html/modules.html +++ b/src/docs/_build/html/modules.html @@ -5,7 +5,7 @@ grag — GRAG 0.0.1 documentation - + @@ -20,7 +20,7 @@ - + diff --git a/src/docs/_build/html/py-modindex.html b/src/docs/_build/html/py-modindex.html index 258cedd..c907c99 100644 --- a/src/docs/_build/html/py-modindex.html +++ b/src/docs/_build/html/py-modindex.html @@ -4,7 +4,7 @@ Python Module Index — GRAG 0.0.1 documentation - + @@ -19,7 +19,7 @@ - + diff --git a/src/docs/_build/html/search.html b/src/docs/_build/html/search.html index aa067d8..eb048c1 100644 --- a/src/docs/_build/html/search.html +++ b/src/docs/_build/html/search.html @@ -4,7 +4,7 @@ Search — GRAG 0.0.1 documentation - + @@ -20,7 +20,7 @@ - + diff --git a/src/docs/_build/html/searchindex.js b/src/docs/_build/html/searchindex.js index 2eb20b5..9c912b6 100644 --- a/src/docs/_build/html/searchindex.js +++ b/src/docs/_build/html/searchindex.js @@ -1 +1 @@ -Search.setIndex({"docnames": ["auto_examples/Basic-RAG/BasicRAG_CustomPrompt", "auto_examples/Basic-RAG/BasicRAG_FewShotPrompt", "auto_examples/Basic-RAG/BasicRAG_ingest", "auto_examples/Basic-RAG/BasicRAG_refine", "auto_examples/Basic-RAG/BasicRAG_stuff", "auto_examples/Basic-RAG/index", "auto_examples/Basic-RAG/sg_execution_times", "auto_examples/Retriver-GUI/index", "auto_examples/Retriver-GUI/retriever_app", "auto_examples/Retriver-GUI/sg_execution_times", "auto_examples_index", "get_started", "get_started.installation", "get_started.introduction", "get_started.llms", "get_started.vectordb", "grag", "grag.components", "grag.components.vectordb", "grag.prompts", "grag.quantize", "grag.rag", "index", "modules", "sg_execution_times"], "filenames": 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"want": 14, "we": 12, "web": 8, "what": [1, 8], "where": [14, 20], "whether": 17, "which": 17, "while": [3, 4], "who": 1, "with_scor": [8, 17, 18], "wrapper": 18, "write": 8, "xl": [15, 18], "yann": 1, "yet": 12, "you": 14, "your": 8, "your_collection_nam": 2, "zip": [5, 7]}, "titles": ["Custom Prompts", "Custom Few-Shot Prompts", "Document Ingestion", "Refine Chain", "Stuff Chain", "Basic-RAG Cookbooks", "Computation times", "Retriever-GUI Cookbooks", "Retriever GUI", "Computation times", "Cookbooks", "Get Started", "Installation", "GRAG Overview", "LLMs", "Vector Stores", "GRAG", "Components", "VectorDB", "Prompts", "Quantize", "RAG", "Welcome to GRAG\u2019s documentation!", "grag", "Computation times"], "titleterms": {"": 22, "To": 14, "augment": 13, "base": 18, "basic": [5, 21], "chain": [3, 4], "chroma": [15, 18], "client": 18, "compon": 17, "comput": [6, 9, 24], "content": [16, 17, 18, 19, 20, 21, 22], "cookbook": [5, 7, 10], "custom": [0, 1], "data": 15, "deeplak": 18, "document": [2, 22], "embed": [15, 17], "few": 1, "gener": 13, "get": 11, "grag": [13, 16, 22, 23], "gui": [7, 8], "how": 14, "huggingfac": 14, "indic": 22, "ingest": [2, 15], "instal": 12, "llamacpp": 14, "llm": [14, 17], "model": 14, "modul": [16, 17, 18, 19, 20, 21], "overview": 13, "pars": 17, "pdf": 17, "prompt": [0, 1, 17, 19], "quantiz": [14, 20], "rag": [5, 21], "refin": 3, "retriev": [7, 8, 13, 17], "run": 14, "shot": 1, "splitter": 17, "start": 11, "store": 15, "stuff": 4, "submodul": [18, 20, 21], "support": 15, "tabl": 22, "text": 17, "time": [6, 9, 24], "us": 14, "util": [17, 20], "vector": 15, "vectordb": [17, 18], "welcom": 22}}) \ No newline at end of file diff --git a/src/docs/_build/html/sg_execution_times.html b/src/docs/_build/html/sg_execution_times.html index 7d73d51..14447f0 100644 --- a/src/docs/_build/html/sg_execution_times.html +++ b/src/docs/_build/html/sg_execution_times.html @@ -5,7 +5,7 @@ Computation times — GRAG 0.0.1 documentation - + @@ -20,7 +20,7 @@ - + diff --git a/src/docs/auto_examples/Basic-RAG/Basic-RAG_jupyter.zip b/src/docs/auto_examples/Basic-RAG/Basic-RAG_jupyter.zip index ea7b6d0a368a50c440dc7588af41699a33b922ee..e25124369fa527038758cd4448a59414150cb201 100644 GIT binary patch delta 622 zcmZp*xnL(9;LXe;!Tf{H`EuUAx> zr%{wzQk0ommRh8jn3jZc+GKnxFq8{Xq1a<}n5SBsF@RoZrv#b`_RFI<{0Zjy9 jX%t26!jmV+YJzjX;LXe;!T=yrPrqIkG0lF+G~BEUl%N zl35gAkXVwTV5<tKl3`cd8Y7XWU>DqDgQQak@yM` zGnZgw5@E*X^vOSEO%-64C9pFvfUpeMj}T%@V+HHviE>(CMIhV1voJ7#uqcWmA>PUN z*~E1MyiqLzIqeZpF$hbeXs{8Qd|OTvY%0jD+`xbYVTc=HR)>pE-X|e8*-Bo3Z3@^? E0Q(tixc~qF diff --git a/src/docs/auto_examples/Basic-RAG/Basic-RAG_python.zip b/src/docs/auto_examples/Basic-RAG/Basic-RAG_python.zip index 5a19eaebf16da3cf3b67fb9e8a06a3e2fbf83f85..da8c9fa3a2c6e9c282a0caec3cb1cd4f44e420d4 100644 GIT binary patch delta 503 zcmbO#dqG|zz?+#xgaHIh`X)szI(FuNH8TT4HS#)dC8giTxmu5 zxe5h|B^f!HNeWQ803dg=0kinzZuX4H+Kkt|gCqT%6>Jqkib_)z6qFT$O7j#z+B1ss z^YTlJb1D@yigWVIHMtzICxcc$)!9RleL(*>p|9P z#K)&)=A_2QYw8sw7NzEu6h|AyD(EXHr6iUl>Vq`t7o?;W>*uAG#}_0Pq!tw`adBm) zDS#}t;!*&DqSTV2%+#{fBE8JKbf9{Tl*}Ta(vl2KuGAc$O0XLtN}*w(S5%s(QIx6y z)0c>@QIiW1pn83iHa}#OV`2s|YMByQzzil%4u}XZw-FN`YM@W{*M5;W-{QKEXXM}*@2G- UEaVRqvgVnb!>7!a#|P2^0P5bGhX4Qo delta 272 zcmca0KUG#Dz?+#xgaHINmh?uPR7yS0gwj zvnakGu_QymRzWExu_RHyASF#nK|xsoELf7S0OTvAW#*(7a}}kQ6lJECr55RB=B1|= zmuSHBYI332xcMe)A`3In>diZt<(R+>TP_X=!-L0&i4WCPlRNl~K#C^+<&$PAV45t& zuMXz!1#+*jO}@papa9aK)Ntd)RYnE|5S9RY4nk~c{K_#okzWn0r;A^jiGh3aa(-nt IV_uLv0QfvkLI3~& diff --git a/src/docs/auto_examples/Basic-RAG/BasicRAG_CustomPrompt.ipynb b/src/docs/auto_examples/Basic-RAG/BasicRAG_CustomPrompt.ipynb index 18a67fa..6d08240 100644 --- a/src/docs/auto_examples/Basic-RAG/BasicRAG_CustomPrompt.ipynb +++ b/src/docs/auto_examples/Basic-RAG/BasicRAG_CustomPrompt.ipynb @@ -35,7 +35,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.11.7" } }, "nbformat": 4, diff --git a/src/docs/auto_examples/Basic-RAG/BasicRAG_FewShotPrompt.ipynb b/src/docs/auto_examples/Basic-RAG/BasicRAG_FewShotPrompt.ipynb index fc8096b..3330312 100644 --- a/src/docs/auto_examples/Basic-RAG/BasicRAG_FewShotPrompt.ipynb +++ b/src/docs/auto_examples/Basic-RAG/BasicRAG_FewShotPrompt.ipynb @@ -35,7 +35,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.11.7" } }, "nbformat": 4, diff --git a/src/docs/auto_examples/Basic-RAG/BasicRAG_FewShotPrompt_codeobj.pickle b/src/docs/auto_examples/Basic-RAG/BasicRAG_FewShotPrompt_codeobj.pickle index 28e621850cfef7bc2a19c5f82802b4b76cd6f614..41bc3a031d6304ebfb5ad57a7ee9611b446d0f9a 100644 GIT binary patch delta 152 zcmaFO_?mHoo)52EYI$%*en~)4er`d@l-Mb?Q#5*5@)C1Xr}Uu7^|0mUrLg__`>3SfX z1kw`^WKFCx@aJ_)Ef3DfF9|5h&n+l{7?Z)?gC?B8*&_zlpA1x$pO>0fQmj`1(UHNO QA(X+>nZesxnpmm_06on)egFUf diff --git a/src/docs/auto_examples/Basic-RAG/BasicRAG_ingest.ipynb b/src/docs/auto_examples/Basic-RAG/BasicRAG_ingest.ipynb index 1c420ae..6b424df 100644 --- a/src/docs/auto_examples/Basic-RAG/BasicRAG_ingest.ipynb +++ b/src/docs/auto_examples/Basic-RAG/BasicRAG_ingest.ipynb @@ -15,7 +15,7 @@ }, "outputs": [], "source": [ - "from grag.components.multivec_retriever import Retriever\nfrom grag.components.vectordb.deeplake_client import DeepLakeClient\n\nclient = DeepLakeClient(collection_name=\"your_collection_name\")\n\n## Alternatively to use Chroma\n# from grag.components.vectordb.chroma_client import ChromaClient\n# client = ChromaClient(collection_name=\"ci_test\")\n\nretriever = Retriever(vectordb=client)\n\ndir_path = \"data/pdf\" # path to pdf files\nretriever.ingest(dir_path)" + "import asyncio\nfrom pathlib import Path\n\nfrom grag.components.multivec_retriever import Retriever\nfrom grag.components.vectordb.deeplake_client import DeepLakeClient\n\nclient = DeepLakeClient(collection_name=\"your_collection_name\")\n\n## Alternatively to use Chroma\n# from grag.components.vectordb.chroma_client import ChromaClient\n# client = ChromaClient(collection_name=\"ci_test\")\n\nSYNC = True # Run synchronously (slow)\nASYNC = True # Run asynchronously \n\nclient = DeepLakeClient(collection_name=\"ci_test\")\n# client = ChromaClient(collection_name=\"ci_test\")\nretriever = Retriever(vectordb=client)\n\ndir_path = Path(__file__).parents[2] / \"data/test/pdfs/new_papers\"\n\nif SYNC:\n retriever.ingest(dir_path)\nelif ASYNC:\n asyncio.run(retriever.aingest(dir_path))" ] } ], @@ -35,7 +35,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.11.7" } }, "nbformat": 4, diff --git a/src/docs/auto_examples/Basic-RAG/BasicRAG_ingest.py b/src/docs/auto_examples/Basic-RAG/BasicRAG_ingest.py index dab5794..3e5f073 100644 --- a/src/docs/auto_examples/Basic-RAG/BasicRAG_ingest.py +++ b/src/docs/auto_examples/Basic-RAG/BasicRAG_ingest.py @@ -3,6 +3,9 @@ This cookbook demonstrates how to ingest documents into a vector database. """ +import asyncio +from pathlib import Path + from grag.components.multivec_retriever import Retriever from grag.components.vectordb.deeplake_client import DeepLakeClient @@ -12,7 +15,16 @@ # from grag.components.vectordb.chroma_client import ChromaClient # client = ChromaClient(collection_name="ci_test") +SYNC = True # Run synchronously (slow) +ASYNC = True # Run asynchronously + +client = DeepLakeClient(collection_name="ci_test") +# client = ChromaClient(collection_name="ci_test") retriever = Retriever(vectordb=client) -dir_path = "data/pdf" # path to pdf files -retriever.ingest(dir_path) +dir_path = Path(__file__).parents[2] / "data/test/pdfs/new_papers" + +if SYNC: + retriever.ingest(dir_path) +elif ASYNC: + asyncio.run(retriever.aingest(dir_path)) diff --git a/src/docs/auto_examples/Basic-RAG/BasicRAG_ingest.rst b/src/docs/auto_examples/Basic-RAG/BasicRAG_ingest.rst index 05e28a3..8cca4db 100644 --- a/src/docs/auto_examples/Basic-RAG/BasicRAG_ingest.rst +++ b/src/docs/auto_examples/Basic-RAG/BasicRAG_ingest.rst @@ -21,11 +21,14 @@ Document Ingestion ======================= This cookbook demonstrates how to ingest documents into a vector database. -.. GENERATED FROM PYTHON SOURCE LINES 5-19 +.. GENERATED FROM PYTHON SOURCE LINES 5-31 .. code-block:: Python + import asyncio + from pathlib import Path + from grag.components.multivec_retriever import Retriever from grag.components.vectordb.deeplake_client import DeepLakeClient @@ -35,10 +38,19 @@ This cookbook demonstrates how to ingest documents into a vector database. # from grag.components.vectordb.chroma_client import ChromaClient # client = ChromaClient(collection_name="ci_test") + SYNC = True # Run synchronously (slow) + ASYNC = True # Run asynchronously + + client = DeepLakeClient(collection_name="ci_test") + # client = ChromaClient(collection_name="ci_test") retriever = Retriever(vectordb=client) - dir_path = "data/pdf" # path to pdf files - retriever.ingest(dir_path) + dir_path = Path(__file__).parents[2] / "data/test/pdfs/new_papers" + + if SYNC: + retriever.ingest(dir_path) + elif ASYNC: + asyncio.run(retriever.aingest(dir_path)) .. _sphx_glr_download_auto_examples_Basic-RAG_BasicRAG_ingest.py: diff --git a/src/docs/auto_examples/Basic-RAG/BasicRAG_ingest_codeobj.pickle b/src/docs/auto_examples/Basic-RAG/BasicRAG_ingest_codeobj.pickle index 8729fb28328446ab6815d27e3caa6c4b8da00579..2acb6c32804112fb3c3665fe9d8279c0320107a6 100644 GIT binary patch delta 172 zcmbQp^pT0Bfpu!yL>4VW?!@BCyyVP$y`s{*DX~*(r)c!BCf delta 59 zcmey!G?9s=fpsd|L>8@y4@DJwSn?8cQ>XOsxum8R_#|ehI_G4j=9Nt8Vav@=Da}cp PGMSrEdtyQZQ>h*RZ7dY) diff --git a/src/docs/auto_examples/Basic-RAG/BasicRAG_refine.ipynb b/src/docs/auto_examples/Basic-RAG/BasicRAG_refine.ipynb index 50a91f7..14b62c4 100644 --- a/src/docs/auto_examples/Basic-RAG/BasicRAG_refine.ipynb +++ b/src/docs/auto_examples/Basic-RAG/BasicRAG_refine.ipynb @@ -35,7 +35,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.11.7" } }, "nbformat": 4, diff --git a/src/docs/auto_examples/Basic-RAG/BasicRAG_refine_codeobj.pickle b/src/docs/auto_examples/Basic-RAG/BasicRAG_refine_codeobj.pickle index a5ded0540b9ae4defea8cfecfc39c4ceb7ac4b20..580cd4e37303da2c3828ab360a40ce0689428edd 100644 GIT binary patch delta 153 zcmdnWyp?%^o*AD@YHEQ`Vs@%?PG)Le$&}bBwNo^DSn?8cQ>XNxOZKqk=BJeAq)wUm zU3+3~!eo6$4@U9H6^usSG8sIb8N8jPi9H-niN%@8L5}VaqcYf$L^3#ggwl%=)Ac|& T38XF_$eNPDouLTRU#bTH{*5Lg__`>3SfX z1kw`^WKHZ#)Z%kVO)cXNxOZKqk=BJeAq)wUm zU3+3~!eo6$4@U9H6^usSG8sIb8N8jPi9H-niN%@8L5}VaqcYf$L^3#ggwl%=)Ac|& T38XF_$eNPDouLTRU#bTH{*5Lg__`>3SfX z1kw`^WKHZ#)Z%kVO)cO6jBspw3uun=EwmPnp`X93;^nx3LyXh diff --git a/src/docs/auto_examples/Retriver-GUI/Retriver-GUI_python.zip b/src/docs/auto_examples/Retriver-GUI/Retriver-GUI_python.zip index d681baf88eb40026d30e263afa7826b3776e4250..18f76650e0de75d05b4515ae2b63883ae293cb1e 100644 GIT binary patch delta 30 hcmX@7dQO!$z?+#xgaHKf`X+7UtrTJg(vv%dTmf}F2n7HD delta 30 hcmX@7dQO!$z?+#xgaHINmh^7qtrTJg(vv%dTmf@d2ipJu diff --git a/src/docs/auto_examples/Retriver-GUI/retriever_app.ipynb b/src/docs/auto_examples/Retriver-GUI/retriever_app.ipynb index b3b9098..194df17 100644 --- a/src/docs/auto_examples/Retriver-GUI/retriever_app.ipynb +++ b/src/docs/auto_examples/Retriver-GUI/retriever_app.ipynb @@ -35,7 +35,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.11.7" } }, "nbformat": 4, diff --git a/src/docs/auto_examples/Retriver-GUI/retriever_app_codeobj.pickle b/src/docs/auto_examples/Retriver-GUI/retriever_app_codeobj.pickle index fb075bada8e9d4c6282a433ba2822c446f74acfd..4221d5f73c3e9c0fbf9f5724f04d4230e06cd90b 100644 GIT binary patch delta 232 zcmaFL^^|LZo;+u9iC#&5dU{Ukl-Mb?Q#5*5@)C1Xr}VHv1Sk5tPR?RdXB3(|fl-f9 ze6lmMF{8}H+m4g_8M!96vA8g*P38v*X;0Q>GM%iMT?v&Q5EApM$2nbB&pETa{h zeFjfw2JgfPUW_i2e=-_cdV=|#rHMUUK)Z`GQ&N)>iy)R~u=lXT1Tr{#fNm>FP0Y>7 zESZwQo#8h*g3)~P8fL!9XBc(ZBA}*?qX( E0O7k#;Q#;t delta 204 zcmaFL^^|LZo+4LqiC%GLN@`MK(UjOJwNo^DSn?8cQ>XN>Lq#Y0x=!B3BiCduW(`Jz$qyM#*-SHdIx~1D_GvR( zP2R{PJ^2T-38VdFPbM8km&t1xjTt>BzBHbk#mpte3ADZ>KRrDs6=Hh^dk-6gKY0SP q!el*Goym8Yxh5+xX-w8($(x)3)c=UZWAZE(5AH&+9i63#rFsAnk3z)&