diff --git a/.env.example b/.env.example index 41da83d0..8b80df4b 100644 --- a/.env.example +++ b/.env.example @@ -21,4 +21,4 @@ PASSWORD=XXXXxxXX1XXX # LLM API keys OPENAI_API_KEY=sk-proj-XXX # from https://openrouter.ai/settings/keys -OPEN_ROUTER_KEY=sk-or-v1-XXXX +OPENROUTER_API_KEY=sk-or-v1-XXXX diff --git a/nbs/mjc_005_llm.ipynb b/nbs/mjc_005_llm.ipynb index 3a455c73..90756428 100644 --- a/nbs/mjc_005_llm.ipynb +++ b/nbs/mjc_005_llm.ipynb @@ -344,17 +344,57 @@ "outputs": [], "source": [ "import dotenv\n", + "import os\n", "from anycache import anycache\n", "\n", "dotenv.load_dotenv()\n", "from openai import OpenAI\n", "\n", - "client = OpenAI()\n", + "# client = OpenAI()\n", + "client = OpenAI(\n", + " base_url=\"https://openrouter.ai/api/v1\",\n", + " api_key=os.environ['OPENROUTER_API_KEY'],\n", + ")\n", "\n", "import tiktoken\n", "\n", - "enc = tiktoken.encoding_for_model(\"gpt-4o-mini\")\n", - "cost = 0.150 / 1e6" + "# chose a model, compare price to the RAG MTED leaderboard https://huggingface.co/spaces/mteb/leaderboard\n", + "# and reward bench https://huggingface.co/spaces/allenai/reward-bench\n", + "# available models and prices https://openrouter.ai/models?context=64000&fmt=table&order=top-weekly&supported_parameters=structured_outputs&max_price=1\n", + "# note structured_outputs makes the price 3x\n", + "\n", + "# GOOD\n", + "MODEL_NAME = \"gpt-4o-mini\" # ?b\n", + "cost = 0.150 / 1e6\n", + "\n", + "# parsing faiil\n", + "# MODEL_NAME = \"cohere/command-r-08-2024\" # 32B\n", + "\n", + "# no json on openrouter\n", + "# MODEL_NAME = \"nousresearch/hermes-3-llama-3.1-70b\"\n", + "\n", + "# parsing faiil\n", + "MODEL_NAME = \"meta-llama/llama-3.3-70b-instruct\" # 70b\n", + "\n", + "# json fail\n", + "MODEL_NAME = \"meta-llama/llama-3.2-3b-instruct\" # 3b\n", + "\n", + "# # this works, by not use of optional or le or ge. a but incoherent\n", + "# MODEL_NAME = \"cohere/command-r7b-12-2024\" # 7b fail at tool calling\n", + "\n", + "# this works, a bit incoherent\n", + "# MODEL_NAME = \"nousresearch/hermes-2-pro-llama-3-8b\"\n", + "\n", + "# fails at json\n", + "# MODEL_NAME = \"google/gemini-flash-1.5-8b\"\n", + "# cost = 0.03 / 1e6\n", + "\n", + "# GOOD!\n", + "MODEL_NAME = \"google/gemini-flash-1.5\"\n", + "cost = 0.075 / 1e6\n", + "\n", + "\n", + "enc = tiktoken.encoding_for_model('gpt-4')" ] }, { @@ -362,6 +402,20 @@ "execution_count": 5, "metadata": {}, "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "85d0527e3ee04b0bafd1b11783b9ec6a", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/10263 [00:00\\n{schema}\\n\",\n", + " },\n", + " {\n", + " \"role\": \"user\",\n", + " \"content\": f\"\"\"Using the given structure, summarize the parts of the discussion which talk about the fiction: {title} (urls: {urls}).\n", + "\n", + "### Discussion:\n", + "\n", + "{context}\n", + "\n", + "### Instructions\n", + "\n", + "You are Gwern Branwern, using the given structure, summarize the above discussion of the fiction {title} (urls: {urls}).\"\"\",\n", + " },\n", + " ],\n", + " model=MODEL_NAME,\n", + " response_format=FictionInfo,\n", + " )\n", + "\n", + " tokens = chat_completion.usage.prompt_tokens\n", + " print(f\"cost: {tokens * cost:.2f} USD, tokens: {tokens}\")\n", + " return tokens, chat_completion.choices[0].message.parsed.__dict__" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], "source": [ "# import shutil\n", "# shutil.rmtree(f_cache_llm, ignore_errors=True)" @@ -592,2823 +668,94 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'properties': {'title': {'title': 'Title', 'type': 'string'},\n", - " 'description': {'description': 'A few paragraphs of very concise, informative, dense, description of the work',\n", - " 'title': 'Description',\n", - " 'type': 'string'},\n", - " 'tags': {'description': 'Long list of common descriptors: format (web serial, fanfic, lightnovel, short, complete, comic), genre (scifi, fantasy)\\n Key elements (rational, timeloop, litrpg, progression, cultivation, isekai)\\n Content notes (grimdark, romance, harem, queer, funny, NSFW)\\n ',\n", - " 'items': {'type': 'string'},\n", - " 'title': 'Tags',\n", - " 'type': 'array'},\n", - " 'reviews_quotes': {'description': \"Directly and fully quote excerpts from every single users' comments about the fiction\",\n", - " 'items': {'type': 'string'},\n", - " 'title': 'Reviews Quotes',\n", - " 'type': 'array'},\n", - " 'reviews_summary': {'anyOf': [{'type': 'string'}, {'type': 'null'}],\n", - " 'description': 'Structured, dry, and concise summary of reviews',\n", - " 'title': 'Reviews Summary'},\n", - " 'reccomendations': {'anyOf': [{'type': 'string'}, {'type': 'null'}],\n", - " 'description': 'Why users recommend it',\n", - " 'title': 'Reccomendations'},\n", - " 'disrecommendations': {'anyOf': [{'type': 'string'}, {'type': 'null'}],\n", - " 'description': 'Why users disrecommend it',\n", - " 'title': 'Disrecommendations'},\n", - " 'why': {'anyOf': [{'type': 'string'}, {'type': 'null'}],\n", - " 'description': 'Why/when might readers of r/rational like it',\n", - " 'title': 'Why'},\n", - " 'if_you_liked_x_you_will_like_this': {'description': 'Fans of X will also like the work. Exhaustively list ALL of X mentioned in the discussions.',\n", - " 'items': {'type': 'string'},\n", - " 'title': 'If You Liked X You Will Like This',\n", - " 'type': 'array'},\n", - " 'quality': {'description': 'Overall user sentiment out of 10',\n", - " 'title': 'Quality',\n", - " 'type': 'number'},\n", - " 'rationality': {'anyOf': [{'type': 'number'}, {'type': 'null'}],\n", - " 'description': 'Systematic worldbuilding, character competence, logical consistency. Where HPMOR is a 10 and Worm is a 5.',\n", - " 'title': 'Rationality'},\n", - " 'rating_writing': {'anyOf': [{'type': 'number'}, {'type': 'null'}],\n", - " 'title': 'Rating Writing'},\n", - " 'rating_plot': {'anyOf': [{'type': 'number'}, {'type': 'null'}],\n", - " 'title': 'Rating Plot'},\n", - " 'rating_character': {'anyOf': [{'type': 'number'}, {'type': 'null'}],\n", - " 'title': 'Rating Character'},\n", - " 'rating_worldbuilding': {'anyOf': [{'type': 'number'}, {'type': 'null'}],\n", - " 'title': 'Rating Worldbuilding'}},\n", - " 'required': ['title',\n", - " 'description',\n", - " 'tags',\n", - " 'reviews_quotes',\n", - " 'reviews_summary',\n", - " 'reccomendations',\n", - " 'disrecommendations',\n", - " 'why',\n", - " 'if_you_liked_x_you_will_like_this',\n", - " 'quality',\n", - " 'rationality',\n", - " 'rating_writing',\n", - " 'rating_plot',\n", - " 'rating_character',\n", - " 'rating_worldbuilding'],\n", - " 'title': 'FictionInfo',\n", - " 'type': 'object',\n", - " 'additionalProperties': False}" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "from openai.lib._pydantic import to_strict_json_schema\n", - "\n", - "to_strict_json_schema(FictionInfo)" + "output_dir = Path('../outputs/llm')\n", + "output_dir.mkdir(exist_ok=True)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, + "outputs": [], + "source": [ + "# import shutil\n", + "# shutil.rmtree(output_dir, ignore_errors=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "46b646f6f102496d979afca7d6b45ad8", + "model_id": "54ac8b461182444791881e6a27fd47f5", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/1000 [00:00 **u/cthulhuraejepsen** [+9] *Fruit flies like a banana* (49 minutes later)\n", - "> \n", - "> This is a self-insert litRPG portal fantasy, and I would have made it a Groundhog Day loop if I thought I could fit that in.\n", - "\n", - "> **u/LucidityWaver** [+7] (2 hours later)\n", - "> \n", - "> > loosely based on my personal experience of falling into a portal to another world and discovering that I had a character sheet attached to my soul. This story uses some custom CSS for the character sheet and definition tags to allow mouseover on various game terms\n", - "> \n", - "> I can tel...\n", - "\n", - "----- Thread 10262 -----\n", - "\n", - "..., another four chapters, so if you were one of those people who doesn't read serials \n" - ] - }, - { - "data": { - "text/plain": [ - "{'title': 'Worth the Candle',\n", - " 'description': '*Worth the Candle* is a self-insert litRPG portal fantasy written by u/cthulhuraejepsen. The narrative follows Juniper Smith, a teenage boy unexpectedly transported to a fantasy world inspired by the multiple tabletop RPGs he has run. The story incorporates game mechanics into its plot, offering a unique character sheet and interactive gameplay elements that impact character development and world interaction. As Juniper navigates this new reality, he grapples with existential themes, including the nature of agency and personal identity amidst the fantastical chaos.',\n", - " 'tags': ['web serial',\n", - " 'fantasy',\n", - " 'scifi',\n", - " 'litRPG',\n", - " 'self-insert',\n", - " 'portal fantasy',\n", - " 'light',\n", - " 'humor',\n", - " 'grimdark',\n", - " 'harem'],\n", - " 'reviews_quotes': ['\"This is quickly becoming my favorite litrpg. You need to work a little harder to catch up to the wandering inn.\"',\n", - " '\"I\\'m reasonably confident that her beauty is abnormal...\"',\n", - " '\"Hell of a name for a chapter based around existential horror.\"',\n", - " '\"One of the things I love about *Worth the Candle* is that it tends to avoid shortcuts and oversimplifications.\"',\n", - " '\"There are two more chapters in this \\'set\\'... as always, thanks for reading.\"'],\n", - " 'reviews_summary': 'The story is well-received for its unique integration of RPG mechanics into a fantasy narrative, engaging characters, and intricate worldbuilding. It stands out as a compelling litrpg that balances humor with serious themes.',\n", - " 'reccomendations': 'Readers enjoy *Worth the Candle* for its detailed world-building, character depth, and the reflective integration of gaming elements into the storytelling. It is also appreciated for exploring mature themes and character agency.',\n", - " 'disrecommendations': 'Some readers note that the extensive length and pacing might deter those unaccustomed to long-form web serials. Additionally, those not interested in litRPG settings may find the mechanics off-putting.',\n", - " 'why': 'Fans of litrpgs, portal fantasies, and those interested in game mechanics should find this story appealing due to its character-driven plot and thoughtful exploration of genre tropes.',\n", - " 'if_you_liked_x_you_will_like_this': ['Worm',\n", - " 'Mother of Learning',\n", - " 'The Wandering Inn',\n", - " 'A Practical Guide to Evil',\n", - " 'Defiance of the Fall',\n", - " \"The Existentialist's Guide to the Universe\"],\n", - " 'quality': 9.0,\n", - " 'rationality': 8.5,\n", - " 'rating_writing': 8.0,\n", - " 'rating_plot': 8.0,\n", - " 'rating_character': 9.0,\n", - " 'rating_worldbuilding': 9.0,\n", - " 'title2': 'Worth the Candle',\n", - " 'url': array(['https://archiveofourown.org/works/11478249/chapters/25740126',\n", - " 'https://www.royalroad.com/fiction/25137/worth-the-candle',\n", - " 'http://archiveofourown.org/works/11478249?view_full_work=true',\n", - " 'http://archiveofourown.org/works/11478249/chapters/25740126',\n", - " 'https://archiveofourown.org/works/11478249',\n", - " 'http://daystareld.com/podcast/rationally-writing-42/',\n", - " 'https://www.royalroad.com/fiction/25137/worth-the-candle/chapter/366577/taking-the-fall'],\n", - " dtype=object)}" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Input Tokens: 12769. 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Input Cost: 0.0013 USD, for title=List of Quests | Alexander Wales Wiki | Fandom with urls=['https://worththecandle.fandom.com/wiki/List_of_Quests']\n", - "Input Tokens: 10315. Input Cost: 0.0015 USD, for title=Set In Stone with urls=['https://setinstonestory.wordpress.com/2015/10/08/backstory-revamped-into-prologue/'\n", - " 'https://setinstonestory.wordpress.com/about/']\n", - "Input Tokens: 12890. Input Cost: 0.0019 USD, for title=Tiffany Archer with urls=['https://worththecandle.fandom.com/wiki/Tiffany_Archer']\n", - "Input Tokens: 12825. Input Cost: 0.0019 USD, for title=Essentialism | Alexander Wales Wiki | Fandom with urls=['https://worththecandle.fandom.com/wiki/Essentialism']\n", - "Input Tokens: 9184. Input Cost: 0.0014 USD, for title=Flowey the flower with urls=['https://www.pixilart.com/images/art/ffb346e4c691b64.png?v=1468898888']\n", - "Input Tokens: 12953. Input Cost: 0.0019 USD, for title=Communal with urls=['https://worththecandle.fandom.com/wiki/Communal']\n", - "Input Tokens: 12827. Input Cost: 0.0019 USD, for title=Magic | Alexander Wales Wiki | Fandom with urls=['https://worththecandle.fandom.com/wiki/Magic']\n", - "Input Tokens: 10936. Input Cost: 0.0016 USD, for title=You Are Still Crying Wolf with urls=['http://slatestarcodex.com/2016/11/16/you-are-still-crying-wolf/'\n", - " 'https://slatestarcodex.com/2016/11/16/you-are-still-crying-wolf/'\n", - " 'https://np.reddit.com/r/slatestarcodex/comments/5ddf5i/you_are_still_crying_wolf/']\n", - "Input Tokens: 12900. Input Cost: 0.0019 USD, for title=Lena Kordrew with urls=['https://worththecandle.fandom.com/wiki/Lena_Kordrew']\n", - "Input Tokens: 12881. Input Cost: 0.0019 USD, for title=Maddie with urls=['https://worththecandle.fandom.com/wiki/Maddie']\n", - "Input Tokens: 12802. Input Cost: 0.0019 USD, for title=Shia LaBeouf | Alexander Wales Wiki | Fandom with urls=['https://worththecandle.fandom.com/wiki/Shia_LaBeouf']\n", - "Input Tokens: 12875. Input Cost: 0.0019 USD, for title=Heshnel Elec with urls=['https://worththecandle.fandom.com/wiki/Heshnel_Elec']\n", - "Input Tokens: 12915. Input Cost: 0.0019 USD, for title=The Council of Arches with urls=['https://worththecandle.fandom.com/wiki/The_Council_of_Arches']\n", - "Input Tokens: 12802. Input Cost: 0.0019 USD, for title=Doc Future trilogy with urls=['https://www.goodreads.com/series/179564-doc-future']\n", - "Input Tokens: 11996. Input Cost: 0.0018 USD, for title=Solomon's Crucible with urls=['https://www.royalroad.com/fiction/32617/solomons-crucible']\n", - "Input Tokens: 10446. Input Cost: 0.0016 USD, for title=Cool Reader with urls=['https://sourceforge.net/projects/crengine']\n", - "Input Tokens: 10242. Input Cost: 0.0015 USD, for title=The Great Filter with urls=['http://www.begoodenough.com/the-great-filter/']\n", - "Input Tokens: 12922. Input Cost: 0.0019 USD, for title=Commingling with urls=['https://worththecandle.fandom.com/wiki/Commingling']\n", - "Input Tokens: 12826. Input Cost: 0.0019 USD, for title=Blood Magic | Alexander Wales Wiki | Fandom with urls=['https://worththecandle.fandom.com/wiki/Blood_magic']\n", - "Input Tokens: 12885. Input Cost: 0.0019 USD, for title=Thomas Clint with urls=['https://worththecandle.fandom.com/wiki/Thomas_Clint']\n", - "Input Tokens: 12810. Input Cost: 0.0019 USD, for title=Void | Alexander Wales Wiki | Fandom with urls=['https://worththecandle.fandom.com/wiki/Void']\n", - "Input Tokens: 12808. Input Cost: 0.0019 USD, for title=Party (WtC) | Alexander Wales Wiki | Fandom with urls=['https://worththecandle.fandom.com/wiki/Party']\n", - "Input Tokens: 12957. Input Cost: 0.0019 USD, for title=\"Whys and Wherefores\" with urls=['https://worththecandle.fandom.com/wiki/Whys_and_Wherefores']\n", - "Input Tokens: 12963. Input Cost: 0.0019 USD, for title=Kindly Bones with urls=['https://worththecandle.fandom.com/wiki/Kindly_Bones']\n", - "Input Tokens: 10748. Input Cost: 0.0016 USD, for title=https://www.novelupdates.com/series/terror-infinity/ with urls=['https://www.novelupdates.com/series/terror-infinity/']\n", - "Input Tokens: 10746. Input Cost: 0.0016 USD, for title=Homestuck with urls=['https://www.homestuck.com/story'\n", - " 'http://www.mspaintadventures.com/?s=6&p=001901'\n", - " 'https://homestuck.giovanh.com/unofficial-homestuck-collection/'\n", - " 'http://NP.reddit.com/r/homestuck']\n", - "Input Tokens: 10981. Input Cost: 0.0016 USD, for title=Forging Divinity with urls=['http://www.amazon.com/Forging-Divinity-Andrew-Rowe-ebook/dp/B00TKFFR36/'\n", - " 'http://amazon.com/Forging-Divinity-War-Broken-Mirrors/dp/1505886554'\n", - " 'http://www.amazon.com/Forging-Divinity-War-Broken-Mirrors/dp/1505886554'\n", - " 'https://www.amazon.com/Forging-Divinity-Broken-Mirrors-Book-ebook/dp/B00TKFFR36/']\n", - "Input Tokens: 12933. Input Cost: 0.0019 USD, for title=Piece of Mind with urls=['https://worththecandle.fandom.com/wiki/Piece_of_Mind']\n", - "Input Tokens: 12963. Input Cost: 0.0019 USD, for title=Voting Blocs with urls=['https://worththecandle.fandom.com/wiki/Voting_Blocs']\n", - "Input Tokens: 10364. Input Cost: 0.0016 USD, for title=Two Year Emperor with urls=['https://www.dropbox.com/s/w6279gwfusrdcsx/The_Two_Year_Emperor.zip?dl=0']\n", - "Input Tokens: 12819. Input Cost: 0.0019 USD, for title=Template:Speculation | Alexander Wales Wiki | Fandom with urls=['https://worththecandle.fandom.com/wiki/Template:Speculation']\n", - "Input Tokens: 9447. Input Cost: 0.0014 USD, for title=Lady Archimedes with urls=['https://www.fanfiction.net/s/11463030/1/Lady-Archimedes'\n", - " 'https://www.fanfiction.net/s/11463030']\n", - "Input Tokens: 12953. Input Cost: 0.0019 USD, for title=Life of the Party with urls=['https://worththecandle.fandom.com/wiki/Life_of_the_Party']\n", - "Input Tokens: 11169. Input Cost: 0.0017 USD, for title=A Fire Upon the Deep with urls=['https://www.goodreads.com/book/show/77711.A_Fire_Upon_the_Deep'\n", - " 'http://www.goodreads.com/book/show/77711.A_Fire_Upon_the_Deep'\n", - " 'https://www.goodreads.com/book/show/77711'\n", - " 'https://www.amazon.com/Fire-Upon-Deep-Zones-Thought-ebook/dp/B000FBJAGO/ref=sr_1_1?keywords=fire+upon+the+deep&qid=1580822386&s=digital-text&sr=1-1']\n", - "Input Tokens: 12808. Input Cost: 0.0019 USD, for title=the Host with urls=['https://worththecandle.fandom.com/wiki/The_Host']\n", - "Input Tokens: 9637. Input Cost: 0.0014 USD, for title=BIBLIOMANIA with urls=['https://mangadex.org/title/d22ae7a1-cfae-475a-a8fc-589ef85eece4/bibliomania'\n", - " 'https://mangadex.org/title/57650/bibliomania']\n", - "Input Tokens: 12802. Input Cost: 0.0019 USD, for title=List of Achievements with urls=['https://worththecandle.fandom.com/wiki/List_of_Achievements']\n", - "Input Tokens: 12373. Input Cost: 0.0019 USD, for title=calibre - E-book management with urls=['http://calibre-ebook.com/' 'https://calibre-ebook.com'\n", - " 'http://calibre-ebook.com']\n", - "Input Tokens: 12905. Input Cost: 0.0019 USD, for title=Karen Dowler with urls=['https://worththecandle.fandom.com/wiki/Karen_Dowler']\n", - "Input Tokens: 12919. Input Cost: 0.0019 USD, for title=Monty Haul with urls=['https://worththecandle.fandom.com/wiki/Monty_Haul']\n", - "Input Tokens: 12949. Input Cost: 0.0019 USD, for title=Desert Course with urls=['https://worththecandle.fandom.com/wiki/Desert_Course']\n", - "Input Tokens: 12949. Input Cost: 0.0019 USD, for title=Montage! with urls=['https://worththecandle.fandom.com/wiki/Montage!']\n", - "Input Tokens: 12837. Input Cost: 0.0019 USD, for title=Fel Seed with urls=['https://worththecandle.fandom.com/wiki/Fel_Seed']\n", - "Input Tokens: 12561. Input Cost: 0.0019 USD, for title=Liar Game with urls=['https://myanimelist.net/manga/1649/Liar_Game'\n", - " 'https://mangadex.org/title/104/liar-game'\n", - " 'http://myanimelist.net/manga/1649/Liar_Game']\n", - "Input Tokens: 10333. Input Cost: 0.0015 USD, for title=the Antimemetics series with urls=['https://scp-wiki.wikidot.com/antimemetics-division-hub']\n", - "Input Tokens: 10664. Input Cost: 0.0016 USD, for title=What I Learned at SRU with urls=['https://www.fanfiction.net/s/6417590/1/What-I-Learned-at-SRU']\n", - "Input Tokens: 11411. Input Cost: 0.0017 USD, for title=Cold Iron with urls=['https://www.goodreads.com/book/show/30344847-cold-iron']\n", - "Input Tokens: 13232. Input Cost: 0.0020 USD, for title=Diamond and Iron with urls=['https://worththecandle.wikia.com/wiki/Diamond_and_Iron']\n", - "Input Tokens: 10619. Input Cost: 0.0016 USD, for title=Destiny's Crucible with urls=['https://www.goodreads.com/series/215776-destiny-s-crucible'\n", - " 'https://www.goodreads.com/book/show/30985483-cast-under-an-alien-sun'\n", - " 'http://www.isfdb.org/cgi-bin/pe.cgi?48207']\n", - "Input Tokens: 12364. Input Cost: 0.0019 USD, for title=The World Waits on Evil with urls=['https://forums.spacebattles.com/threads/the-world-waits-on-evil-hivers-eoa-ww-a-finished-story.274791/'\n", - " 'https://forums.spacebattles.com/threads/the-world-waits-on-evil-hivers-eoa-ww.274791/']\n", - "Input Tokens: 9519. Input Cost: 0.0014 USD, for title=Peter's Evil Overlord List with urls=['http://www.eviloverlord.com/lists/overlord.html']\n", - "Input Tokens: 13253. Input Cost: 0.0020 USD, for title=Flashback with urls=['https://worththecandle.wikia.com/wiki/Template:Flashback']\n", - "Input Tokens: 13232. Input Cost: 0.0020 USD, for title=Twenty Questions with urls=['https://worththecandle.wikia.com/wiki/Twenty_Questions']\n", - "Input Tokens: 13226. Input Cost: 0.0020 USD, for title=Six-Eyed Doe with urls=['https://worththecandle.wikia.com/wiki/Six-Eyed_Doe']\n", - "Input Tokens: 8382. Input Cost: 0.0013 USD, for title=Skein with urls=['https://forums.spacebattles.com/threads/skein-worm-altpower-au.437953/']\n", - "Input Tokens: 3718. Input Cost: 0.0006 USD, for title=page 3#post 5254266 with urls=['https://forum.questionablequesting.com/threads/for-love-of-experimental-magic.17473/page-3#post-5254266']\n", - "Input Tokens: 12775. Input Cost: 0.0019 USD, for title=Mome raths | Alice in Wonderland Wiki | Fandom with urls=['https://aliceinwonderland.fandom.com/wiki/Mome_raths']\n", - "Input Tokens: 11531. Input Cost: 0.0017 USD, for title=Kings of Paradise with urls=['https://www.goodreads.com/en/book/show/35994830'\n", - " 'https://www.goodreads.com/book/show/35994830-kings-of-paradise']\n", - "Input Tokens: 12088. Input Cost: 0.0018 USD, for title=Deep Red by kosm with urls=['https://fiction.live/stories/Deep-Red/3Qk82fibaeXXuvJXm/home']\n", - "Input Tokens: 10897. Input Cost: 0.0016 USD, for title=Made in Abyss with urls=['https://myanimelist.net/anime/34599/Made_in_Abyss'\n", - " 'https://www.google.com/url?sa=t&source=web&rct=j&url=https://myanimelist.net/anime/34599/Made_in_Abyss&ved=0ahUKEwiCmpGMycDVAhVqw4MKHWHBAZYQFgiPATAb&usg=AFQjCNFRKXw5p-pJQtEr7A6aJSyaCl9Jtw'\n", - " 'https://myanimelist.net/manga/91941/Made_in_Abyss']\n", - "Input Tokens: 6446. Input Cost: 0.0010 USD, for title=Ascent with urls=['https://ascentuniverse.wordpress.com/2017/09/28/chapter-1-necessity/']\n", - "Input Tokens: 13209. Input Cost: 0.0020 USD, for title=Valencia the Red with urls=['https://worththecandle.wikia.com/wiki/Valencia_the_Red']\n", - "Input Tokens: 13229. Input Cost: 0.0020 USD, for title=Arthur Blum with urls=['https://worththecandle.wikia.com/wiki/Arthur_Blum']\n", - "Input Tokens: 13223. Input Cost: 0.0020 USD, for title=Raven Masters with urls=['https://worththecandle.wikia.com/wiki/Raven_Masters']\n", - "Input Tokens: 12303. Input Cost: 0.0018 USD, for title=Effulgence with urls=['https://glowfic.com/boards/1'\n", - " 'http://belltower.dreamwidth.org/8579.html'\n", - " 'https://www.glowfic.com/boards/1'\n", - " 'http://luminous.elcenia.com/effulgence/TOC.html']\n", - "Input Tokens: 8827. Input Cost: 0.0013 USD, for title=The Practice War with urls=['https://forums.sufficientvelocity.com/threads/the-practice-war-complete.31698/'\n", - " 'https://forums.sufficientvelocity.com/threads/the-practice-war.31698/']\n", - "Input Tokens: 13254. Input Cost: 0.0020 USD, for title=Category:Fanart with urls=['https://worththecandle.wikia.com/wiki/Category:Fanart']\n", - "Input Tokens: 11303. Input Cost: 0.0017 USD, for title=My House of Horrors with urls=['https://www.novelupdates.com/series/my-house-of-horrors/'\n", - " 'https://novelfull.com/index.php/my-house-of-horrors.html?page=1&per-page=50']\n", - "Input Tokens: 12764. Input Cost: 0.0019 USD, for title=Frost- with urls=['https://forum.questionablequesting.com/threads/frost-dragon-ball-si.6837/']\n", - "Input Tokens: 13246. Input Cost: 0.0020 USD, for title=Anyblade with urls=['https://worththecandle.wikia.com/wiki/Anyblade']\n", - "Input Tokens: 12184. Input Cost: 0.0018 USD, for title=Surviving the Succession with urls=['https://www.royalroad.com/fiction/50194/surviving-the-succession-a-transmigration-fantasy']\n", - "Input Tokens: 11549. Input Cost: 0.0017 USD, for title=The Law of Averages with urls=['https://www.royalroad.com/fiction/20101/the-law-of-averages']\n", - "Input Tokens: 13221. Input Cost: 0.0020 USD, for title=Pallida Sade with urls=['https://worththecandle.wikia.com/wiki/Pallida_Sade']\n", - "Input Tokens: 3522. Input Cost: 0.0005 USD, for title=Think about it. with urls=['http://slatestarcodex.com/2015/11/16/hardball-questions-for-the-next-debate/']\n", - "Input Tokens: 13224. Input Cost: 0.0020 USD, for title=Grakhuil Leadbraids with urls=['https://worththecandle.wikia.com/wiki/Grakhuil_Leadbraids']\n", - "Input Tokens: 9911. Input Cost: 0.0015 USD, for title=On the Way to Greatness with urls=['https://www.fanfiction.net/s/4745329/1/On-the-Way-to-Greatness']\n", - "Input Tokens: 13248. Input Cost: 0.0020 USD, for title=Disambig3 with urls=['https://worththecandle.wikia.com/wiki/Template:Disambig3']\n", - "Input Tokens: 13208. Input Cost: 0.0020 USD, for title=The Dire Saga with urls=['https://www.goodreads.com/series/179186-the-dire-saga'\n", - " 'https://www.goodreads.com/en/book/show/27993770']\n", - "Input Tokens: 13226. Input Cost: 0.0020 USD, for title=Making Magic with urls=['https://worththecandle.wikia.com/wiki/Making_Magic']\n", - "Input Tokens: 12263. Input Cost: 0.0018 USD, for title=Oh My God! Earthlings Are Insane! with urls=['https://www.webnovel.com/book/oh-my-god!-earthlings-are-insane!_17778080505851905']\n", - "Input Tokens: 13232. Input Cost: 0.0020 USD, for title=Sewer Rat with urls=['https://worththecandle.wikia.com/wiki/Sewer_Rat']\n", - "Input Tokens: 10747. Input Cost: 0.0016 USD, for title=Precocious Witches and Where to Find Them with urls=['https://archiveofourown.org/works/50506063/chapters/127594417']\n", - "Input Tokens: 13223. Input Cost: 0.0020 USD, for title=Oorang Solace with urls=['https://worththecandle.wikia.com/wiki/Oorang_Solace']\n", - "Input Tokens: 13162. Input Cost: 0.0020 USD, for title=The Culture Explores Warhammer 40k with urls=['https://archiveofourown.org/works/649448/chapters/1181375']\n", - "Input Tokens: 13224. Input Cost: 0.0020 USD, for title=LISI with urls=['https://worththecandle.wikia.com/wiki/Lisianthus_Penndraig']\n", - "Input Tokens: 13243. Input Cost: 0.0020 USD, for title=Still Magic | Alexander Wales Wiki | Fandom with urls=['https://worththecandle.wikia.com/wiki/Still_magic']\n", - "Input Tokens: 11570. Input Cost: 0.0017 USD, for title=Into the Mire with urls=['http://intothemire.com/']\n", - "Input Tokens: 13253. Input Cost: 0.0020 USD, for title=Disambig2 with urls=['https://worththecandle.wikia.com/wiki/Template:Disambig2']\n", - "Input Tokens: 12124. Input Cost: 0.0018 USD, for title=Manager with urls=['http://archiveofourown.org/works/1536152'\n", - " 'https://forums.spacebattles.com/threads/manager-worm.280060/']\n", - "Input Tokens: 11153. Input Cost: 0.0017 USD, for title=Mother of Learning Chapter 52: Things Fall Apart, a fantasy fiction with urls=['https://www.fictionpress.com/s/2961893/52/Mother-of-Learning']\n", - "Input Tokens: 13239. Input Cost: 0.0020 USD, for title=Timeline | Alexander Wales Wiki | Fandom with urls=['https://worththecandle.wikia.com/wiki/Timeline']\n", - "Input Tokens: 13484. Input Cost: 0.0020 USD, for title=Spacebattles with urls=['https://forums.spacebattles.com/threads/virtuous-sons-greco-roman-xianxia.925544/'\n", - " 'https://forums.spacebattles.com/threads/the-greatest-weasley-harry-potter.493927/'\n", - " 'https://forums.spacebattles.com/threads/fling-a-light-worm-rewrite.352263/'\n", - " 'https://forums.spacebattles.com/']\n", - "Input Tokens: 12130. Input Cost: 0.0018 USD, for title=Monster with urls=['https://myanimelist.net/anime/19/Monster'\n", - " 'https://myanimelist.net/manga/1/Monster'\n", - " 'https://www.goodreads.com/book/show/16081331-monster'\n", - " 'https://smile.amazon.com/Monster-A-Novel/dp/B004W5KGXU/']\n", - "Input Tokens: 8024. Input Cost: 0.0012 USD, for title=Forging the Sword with urls=['https://www.fanfiction.net/s/3557725/1/Forging-the-Sword']\n", - "Input Tokens: 10428. Input Cost: 0.0016 USD, for title=Utsuro no Hako to Zero no Maria with urls=['https://www.novelupdates.com/series/utsuro-no-hako-to-zero-no-maria/'\n", - " 'https://katdon.wordpress.com/2015/02/27/light-novels-utsuro-no-hako-to-zero-no-maria-volume-1/'\n", - " 'https://web.archive.org/web/20160205125531/https://www.baka-tsuki.org/project/?title=Utsuro_no_Hako_to_Zero_no_Maria'\n", - " 'https://www.baka-tsuki.org/project/?title=Utsuro_no_Hako_to_Zero_no_Maria']\n", - "Input Tokens: 13300. Input Cost: 0.0020 USD, for title=Fallout: Equestria with urls=['https://www.fimfiction.net/story/119190/fallout-equestria'\n", - " 'http://www.fimfiction.net/story/119190']\n", - "Input Tokens: 11835. Input Cost: 0.0018 USD, for title=Into the Storm with urls=['https://www.fanfiction.net/s/4302076/1/Into-the-Storm']\n" - ] } ], "source": [ "llm_info = []\n", "\n", + "# TODO cache results as json\n", + "n_input_tokens = []\n", "\n", - "l = min(1000, len(df3))\n", - "for i in tqdm(range(0, l)):\n", + "first = True\n", + "\n", + "# l = len(df3)\n", + "# l = min(1000, len(df3))\n", + "for i in tqdm(range(len(df3))):\n", " title = df3.index[i]\n", " urls = df3.iloc[i].url\n", "\n", - " context = get_post_context(urls, char_budget=50000)\n", + " fs_title = re.sub(r'[^\\w\\s]', '', title)\n", + " f = output_dir / f\"{i}_{fs_title}.json\"\n", + "\n", + " context = get_post_context(urls, char_budget=120000)\n", " tokens = len(enc.encode(context))\n", - " print(\n", - " f\"Input Tokens: {tokens}. Input Cost: {cost * tokens:.4f} USD, for title={title} with urls={urls}\"\n", - " )\n", - "\n", - " llm_data = get_llm_summary(title, urls, context)\n", + " n_input_tokens.append(tokens)\n", + " if f.exists():\n", + " with f.open(\"r\") as f:\n", + " llm_data = json.load(f)\n", + " else: \n", + " f_tokens, llm_data = get_llm_summary(title, urls, context)\n", + " print(\n", + " f\"Input Tokens: {f_tokens}. Input Cost: {cost * f_tokens:.6f} USD, for title=`{title}`\"\n", + " )\n", + " with f.open(\"w\") as f:\n", + " json.dump(llm_data, f)\n", "\n", + " if first:\n", + " c = f_tokens * len(df3) * cost / 2 # longest first, so assuming they get shorter and shorter\n", + " print(f\"Projected cost for all threads: {c:.5f} USD\")\n", + " print(f\"Content: {context[:1000]}...\")\n", + " display(llm_data)\n", + " first = False\n", + " \n", " llm_data[\"title2\"] = title\n", " llm_data[\"url\"] = urls\n", "\n", - " if i==0:\n", - " print(f\"Content: {context[:1000]}\")\n", - " display(llm_data)\n", "\n", " llm_info.append(llm_data)" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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titledescriptiontagsreviews_quotesreviews_summaryreccomendationsdisrecommendationswhyif_you_liked_x_you_will_like_thisqualityrationalityrating_writingrating_plotrating_characterrating_worldbuildingtitle2url
0Worth the CandleWorth the Candle is a self-insert litrpg porta...[web serial, litrpg, fantasy, self-insert, pro...[\"If you haven't read this, it's a self-insert...Readers praise the narrative for its unique bl...The community highly recommends this work for ...Some users caution that readers not typically ...Fans of rational fiction and those who enjoy t...[Worm, Mother of Learning, The Wandering Inn, ...9.08.08.09.08.09.0Worth the Candle[https://archiveofourown.org/works/11478249/ch...
1The Metropolitan Man, Shadows of the Limelight\"The Metropolitan Man\" and \"Shadows of the Lim...[web serial, fantasy, rational, superhero, com...[\"Feels a lot like a Sanderson book\", \"Effecti...The sentiment towards Alexander Wales' works i...Readers appreciate the complexity of the magic...Some fans note the infrequency of updates and ...Fans of intricate magic systems, moral complex...[Mistborn, Worm, The Mother of Learning, Worth...9.08.08.09.09.08.0Alexander Wales - The Metropolitan Man, Shadow...[https://www.patreon.com/alexanderwales]
2A Practical Guide to EvilA Practical Guide to Evil is a web serial that...[web serial, fantasy, rational, metanarrative,...[\"Probably one of the better written ones out ...Readers appreciate the depth of character deve...The story's intricate plotting, compelling cha...Some readers find the prose stylistically awkw...Fans of rational fiction who enjoy complex cha...[Worm, HPMOR, Mother of Learning, Unsong, The ...9.08.07.09.09.08.0A Practical Guide to Evil[https://practicalguidetoevil.wordpress.com/, ...
3WormWorm is a web serial written by John C. 'Wildb...[web serial, scifi, superhero, dark, gritty, r...[I wouldn't really describe Worm as a rational...Readers find Worm a compelling, albeit dark de...Readers recommend Worm for its in-depth charac...Some users caution that it can be emotionally ...Fans of rationality-themed works may appreciat...[Harry Potter and the Methods of Rationality, ...9.06.08.09.09.07.0Worm[https://parahumans.wordpress.com/, https://pa...
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" - ], - "text/plain": [ - " title \\\n", - "0 Worth the Candle \n", - "1 The Metropolitan Man, Shadows of the Limelight \n", - "2 A Practical Guide to Evil \n", - "3 Worm \n", - "\n", - " description \\\n", - "0 Worth the Candle is a self-insert litrpg porta... \n", - "1 \"The Metropolitan Man\" and \"Shadows of the Lim... \n", - "2 A Practical Guide to Evil is a web serial that... \n", - "3 Worm is a web serial written by John C. 'Wildb... \n", - "\n", - " tags \\\n", - "0 [web serial, litrpg, fantasy, self-insert, pro... \n", - "1 [web serial, fantasy, rational, superhero, com... \n", - "2 [web serial, fantasy, rational, metanarrative,... \n", - "3 [web serial, scifi, superhero, dark, gritty, r... \n", - "\n", - " reviews_quotes \\\n", - "0 [\"If you haven't read this, it's a self-insert... \n", - "1 [\"Feels a lot like a Sanderson book\", \"Effecti... \n", - "2 [\"Probably one of the better written ones out ... \n", - "3 [I wouldn't really describe Worm as a rational... \n", - "\n", - " reviews_summary \\\n", - "0 Readers praise the narrative for its unique bl... \n", - "1 The sentiment towards Alexander Wales' works i... \n", - "2 Readers appreciate the depth of character deve... \n", - "3 Readers find Worm a compelling, albeit dark de... \n", - "\n", - " reccomendations \\\n", - "0 The community highly recommends this work for ... \n", - "1 Readers appreciate the complexity of the magic... \n", - "2 The story's intricate plotting, compelling cha... \n", - "3 Readers recommend Worm for its in-depth charac... \n", - "\n", - " disrecommendations \\\n", - "0 Some users caution that readers not typically ... \n", - "1 Some fans note the infrequency of updates and ... \n", - "2 Some readers find the prose stylistically awkw... \n", - "3 Some users caution that it can be emotionally ... \n", - "\n", - " why \\\n", - "0 Fans of rational fiction and those who enjoy t... \n", - "1 Fans of intricate magic systems, moral complex... \n", - "2 Fans of rational fiction who enjoy complex cha... \n", - "3 Fans of rationality-themed works may appreciat... \n", - "\n", - " if_you_liked_x_you_will_like_this quality rationality \\\n", - "0 [Worm, Mother of Learning, The Wandering Inn, ... 9.0 8.0 \n", - "1 [Mistborn, Worm, The Mother of Learning, Worth... 9.0 8.0 \n", - "2 [Worm, HPMOR, Mother of Learning, Unsong, The ... 9.0 8.0 \n", - "3 [Harry Potter and the Methods of Rationality, ... 9.0 6.0 \n", - "\n", - " rating_writing rating_plot rating_character rating_worldbuilding \\\n", - "0 8.0 9.0 8.0 9.0 \n", - "1 8.0 9.0 9.0 8.0 \n", - "2 7.0 9.0 9.0 8.0 \n", - "3 8.0 9.0 9.0 7.0 \n", - "\n", - " title2 \\\n", - "0 Worth the Candle \n", - "1 Alexander Wales - The Metropolitan Man, Shadow... \n", - "2 A Practical Guide to Evil \n", - "3 Worm \n", - "\n", - " url \n", - "0 [https://archiveofourown.org/works/11478249/ch... \n", - "1 [https://www.patreon.com/alexanderwales] \n", - "2 [https://practicalguidetoevil.wordpress.com/, ... \n", - "3 [https://parahumans.wordpress.com/, https://pa... " - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "df_llm = pd.DataFrame(llm_info)\n", "df_llm\n",