From 59079ec10f90cab0d13e7ba0a86de88ee17c5dd9 Mon Sep 17 00:00:00 2001 From: mihranmiroyan Date: Wed, 4 Dec 2024 15:10:23 -0800 Subject: [PATCH] rendering changes, attempting to stream FC --- ...e_qa_250_llama31-405b-agent_results.jsonl} | 0 ... simple_qa_250_llama31-405b_results.jsonl} | 0 ...le_qa_250_llama31-70b-agent_results.jsonl} | 0 ...> simple_qa_250_llama31-70b_results.jsonl} | 0 ...=> simple_qa_250_llama31-405b-agent.jsonl} | 0 ...jsonl => simple_qa_250_llama31-405b.jsonl} | 0 ... => simple_qa_250_llama31-70b-agent.jsonl} | 0 ....jsonl => simple_qa_250_llama31-70b.jsonl} | 0 evaluation/process_results.ipynb | 374 +++++++++++++++--- fastchat/serve/api_provider.py | 32 +- fastchat/serve/gradio_web_server_agent.py | 50 +-- 11 files changed, 382 insertions(+), 74 deletions(-) rename evaluation/eval_results/{simple_qa_250_nvidia-llama31-405-agent_results.jsonl => simple_qa_250_llama31-405b-agent_results.jsonl} (100%) rename evaluation/eval_results/{simple_qa_250_nvidia-llama31-405_results.jsonl => simple_qa_250_llama31-405b_results.jsonl} (100%) rename evaluation/eval_results/{simple_qa_250_nvidia-llama31-70-agent_results.jsonl => simple_qa_250_llama31-70b-agent_results.jsonl} (100%) rename evaluation/eval_results/{simple_qa_250_nvidia-llama31-70_results.jsonl => simple_qa_250_llama31-70b_results.jsonl} (100%) rename evaluation/eval_samples/{simple_qa_250_nvidia-llama31-405-agent.jsonl => simple_qa_250_llama31-405b-agent.jsonl} (100%) rename evaluation/eval_samples/{simple_qa_250_nvidia-llama31-405.jsonl => simple_qa_250_llama31-405b.jsonl} (100%) rename evaluation/eval_samples/{simple_qa_250_nvidia-llama31-70-agent.jsonl => simple_qa_250_llama31-70b-agent.jsonl} (100%) rename evaluation/eval_samples/{simple_qa_250_nvidia-llama31-70.jsonl => simple_qa_250_llama31-70b.jsonl} (100%) diff --git a/evaluation/eval_results/simple_qa_250_nvidia-llama31-405-agent_results.jsonl b/evaluation/eval_results/simple_qa_250_llama31-405b-agent_results.jsonl similarity index 100% rename from evaluation/eval_results/simple_qa_250_nvidia-llama31-405-agent_results.jsonl rename to evaluation/eval_results/simple_qa_250_llama31-405b-agent_results.jsonl diff --git a/evaluation/eval_results/simple_qa_250_nvidia-llama31-405_results.jsonl b/evaluation/eval_results/simple_qa_250_llama31-405b_results.jsonl similarity index 100% rename from evaluation/eval_results/simple_qa_250_nvidia-llama31-405_results.jsonl rename to evaluation/eval_results/simple_qa_250_llama31-405b_results.jsonl diff --git a/evaluation/eval_results/simple_qa_250_nvidia-llama31-70-agent_results.jsonl b/evaluation/eval_results/simple_qa_250_llama31-70b-agent_results.jsonl similarity index 100% rename from evaluation/eval_results/simple_qa_250_nvidia-llama31-70-agent_results.jsonl rename to evaluation/eval_results/simple_qa_250_llama31-70b-agent_results.jsonl diff --git a/evaluation/eval_results/simple_qa_250_nvidia-llama31-70_results.jsonl b/evaluation/eval_results/simple_qa_250_llama31-70b_results.jsonl similarity index 100% rename from evaluation/eval_results/simple_qa_250_nvidia-llama31-70_results.jsonl rename to evaluation/eval_results/simple_qa_250_llama31-70b_results.jsonl diff --git a/evaluation/eval_samples/simple_qa_250_nvidia-llama31-405-agent.jsonl b/evaluation/eval_samples/simple_qa_250_llama31-405b-agent.jsonl similarity index 100% rename from evaluation/eval_samples/simple_qa_250_nvidia-llama31-405-agent.jsonl rename to evaluation/eval_samples/simple_qa_250_llama31-405b-agent.jsonl diff --git a/evaluation/eval_samples/simple_qa_250_nvidia-llama31-405.jsonl b/evaluation/eval_samples/simple_qa_250_llama31-405b.jsonl similarity index 100% rename from evaluation/eval_samples/simple_qa_250_nvidia-llama31-405.jsonl rename to evaluation/eval_samples/simple_qa_250_llama31-405b.jsonl diff --git a/evaluation/eval_samples/simple_qa_250_nvidia-llama31-70-agent.jsonl b/evaluation/eval_samples/simple_qa_250_llama31-70b-agent.jsonl similarity index 100% rename from evaluation/eval_samples/simple_qa_250_nvidia-llama31-70-agent.jsonl rename to evaluation/eval_samples/simple_qa_250_llama31-70b-agent.jsonl diff --git a/evaluation/eval_samples/simple_qa_250_nvidia-llama31-70.jsonl b/evaluation/eval_samples/simple_qa_250_llama31-70b.jsonl similarity index 100% rename from evaluation/eval_samples/simple_qa_250_nvidia-llama31-70.jsonl rename to evaluation/eval_samples/simple_qa_250_llama31-70b.jsonl diff --git a/evaluation/process_results.ipynb b/evaluation/process_results.ipynb index e6bb6d871..d3010e96c 100644 --- a/evaluation/process_results.ipynb +++ b/evaluation/process_results.ipynb @@ -16,22 +16,22 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Simple QA" + "## Simple QA" ] }, { "cell_type": "code", - "execution_count": 92, + "execution_count": 277, "metadata": {}, "outputs": [], "source": [ "model_names = [\"gpt-4o-mini\", \"gpt-4o\", \"claude-3.5-sonnet\", \"gemini-v1.5-flash\",\n", - " \"gemini-v1.5-pro\", \"nvidia-llama31-70\", \"nvidia-llama31-405\"]" + " \"gemini-v1.5-pro\", \"llama31-70b\", \"llama31-405b\"]" ] }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 278, "metadata": {}, "outputs": [], "source": [ @@ -47,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 279, "metadata": {}, "outputs": [], "source": [ @@ -59,23 +59,23 @@ " ids = set()\n", " ids = ids.union(set(list(model_samples[model_samples[\"response\"].str.lower().str.contains(\"network error due to high traffic\")][\"question_id\"])))\n", " ids = ids.union(set(list(agent_model_samples[agent_model_samples[\"response\"].str.lower().str.contains(\"network error due to high traffic\")][\"question_id\"])))\n", - " network_error_ids[model_name] = list(ids)" + " network_error_ids[model_name] = list(ids)\n", + " \n", + "for model_name in model_names:\n", + " simple_qa_samples[model_name] = simple_qa_samples[model_name][~simple_qa_samples[model_name][\"question_id\"].isin(network_error_ids[model_name])]\n", + " simple_qa_samples[model_name+\"-agent\"] = simple_qa_samples[model_name+\"-agent\"][~simple_qa_samples[model_name+\"-agent\"][\"question_id\"].isin(network_error_ids[model_name])]" ] }, { - "cell_type": "code", - "execution_count": 95, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "for model_name in model_names:\n", - " simple_qa_samples[model_name] = simple_qa_samples[model_name][~simple_qa_samples[model_name][\"question_id\"].isin(network_error_ids[model_name])]\n", - " simple_qa_samples[model_name+\"-agent\"] = simple_qa_samples[model_name+\"-agent\"][~simple_qa_samples[model_name+\"-agent\"][\"question_id\"].isin(network_error_ids[model_name])]" + "### Web Search Invocations" ] }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 280, "metadata": {}, "outputs": [ { @@ -86,13 +86,13 @@ " 'claude-3.5-sonnet-agent': 1.0,\n", " 'gemini-v1.5-flash-agent': 0.6382113821138211,\n", " 'gemini-v1.5-pro-agent': 0.9605263157894737,\n", - " 'nvidia-llama31-70-agent': 0.631578947368421,\n", - " 'nvidia-llama31-405-agent': 0.26506024096385544,\n", + " 'llama31-70b-agent': 0.631578947368421,\n", + " 'llama31-405b-agent': 0.26506024096385544,\n", " 'ppl-llama31-70-agent': 0.908,\n", " 'ppl-llama31-405-agent': 0.892}" ] }, - "execution_count": 96, + "execution_count": 280, "metadata": {}, "output_type": "execute_result" } @@ -107,7 +107,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 281, "metadata": {}, "outputs": [ { @@ -124,7 +124,7 @@ "source": [ "display_names = {\"gpt-4o-mini-agent\": \"GPT-4o Mini\", \"gpt-4o-agent\": \"GPT-4o\", \"claude-3.5-sonnet-agent\": \"Claude Sonnet\",\n", " \"gemini-v1.5-flash-agent\": \"Gemini Flash\", \"gemini-v1.5-pro-agent\": \"Gemini Pro\",\n", - " \"nvidia-llama31-70-agent\": \"Llama 3.1 70B\", \"nvidia-llama31-405-agent\": \"Llama 3.1 405B\",\n", + " \"llama31-70b-agent\": \"Llama 3.1 70B\", \"llama31-405b-agent\": \"Llama 3.1 405B\",\n", " \"gemini-v1.5-flash-agent\": \"Gemini Flash\", \"ppl-llama31-70-agent\": \"Perplexity 70B\",\n", " \"ppl-llama31-405-agent\": \"Perplexity 405B\"}\n", "\n", @@ -152,9 +152,16 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Simple QA Web Search Improvement" + ] + }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 282, "metadata": {}, "outputs": [ { @@ -170,15 +177,15 @@ " 'gemini-v1.5-flash-agent': 0.4065040650406504,\n", " 'gemini-v1.5-pro': 0.2894736842105263,\n", " 'gemini-v1.5-pro-agent': 0.7763157894736842,\n", - " 'nvidia-llama31-70': 0.15384615384615385,\n", - " 'nvidia-llama31-70-agent': 0.4939271255060729,\n", - " 'nvidia-llama31-405': 0.18875502008032127,\n", - " 'nvidia-llama31-405-agent': 0.43775100401606426,\n", + " 'llama31-70b': 0.15384615384615385,\n", + " 'llama31-70b-agent': 0.4939271255060729,\n", + " 'llama31-405b': 0.18875502008032127,\n", + " 'llama31-405b-agent': 0.43775100401606426,\n", " 'ppl-llama31-70-agent': 0.172,\n", " 'ppl-llama31-405-agent': 0.208}" ] }, - "execution_count": 98, + "execution_count": 282, "metadata": {}, "output_type": "execute_result" } @@ -206,7 +213,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 283, "metadata": {}, "outputs": [ { @@ -223,7 +230,7 @@ "source": [ "display_names = {\"gpt-4o-mini-agent\": \"GPT-4o Mini\", \"gpt-4o-agent\": \"GPT-4o\", \"claude-3.5-sonnet-agent\": \"Claude Sonnet\",\n", " \"gemini-v1.5-flash-agent\": \"Gemini Flash\", \"gemini-v1.5-pro-agent\": \"Gemini Pro\",\n", - " \"nvidia-llama31-70-agent\": \"Llama 3.1 70B\", \"nvidia-llama31-405-agent\": \"Llama 3.1 405B\",\n", + " \"llama31-70b-agent\": \"Llama 3.1 70B\", \"llama31-405b-agent\": \"Llama 3.1 405B\",\n", " \"gemini-v1.5-flash-agent\": \"Gemini Flash\", \"ppl-llama31-70-agent\": \"Perplexity 70B\",\n", " \"ppl-llama31-405-agent\": \"Perplexity 405B\"}\n", "\n", @@ -274,12 +281,12 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 284, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -291,7 +298,7 @@ "source": [ "display_names = {\"gpt-4o-mini-agent\": \"GPT-4o Mini\", \"gpt-4o-agent\": \"GPT-4o\", \"claude-3.5-sonnet-agent\": \"Claude Sonnet\",\n", " \"gemini-v1.5-flash-agent\": \"Gemini Flash\", \"gemini-v1.5-pro-agent\": \"Gemini Pro\",\n", - " \"nvidia-llama31-70-agent\": \"Llama 3.1 70B\", \"nvidia-llama31-405-agent\": \"Llama 3.1 405B\",\n", + " \"llama31-70b-agent\": \"Llama 3.1 70B\", \"llama31-405b-agent\": \"Llama 3.1 405B\",\n", " \"gemini-v1.5-flash-agent\": \"Gemini Flash\", \"ppl-llama31-70-agent\": \"Perplexity 70B\",\n", " \"ppl-llama31-405-agent\": \"Perplexity 405B\"}\n", "\n", @@ -345,9 +352,16 @@ "plt.show()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Web improvements and degradations" + ] + }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 285, "metadata": {}, "outputs": [ { @@ -358,11 +372,11 @@ " 'claude-3.5-sonnet': 0.7865853658536586,\n", " 'gemini-v1.5-flash': 0.37727272727272726,\n", " 'gemini-v1.5-pro': 0.7345679012345679,\n", - " 'nvidia-llama31-70': 0.4449760765550239,\n", - " 'nvidia-llama31-405': 0.3465346534653465}" + " 'llama31-70b': 0.4449760765550239,\n", + " 'llama31-405b': 0.3465346534653465}" ] }, - "execution_count": 101, + "execution_count": 285, "metadata": {}, "output_type": "execute_result" } @@ -387,7 +401,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 286, "metadata": {}, "outputs": [ { @@ -404,7 +418,7 @@ "source": [ "display_names = {\"gpt-4o-mini\": \"GPT-4o Mini\", \"gpt-4o\": \"GPT-4o\", \"claude-3.5-sonnet\": \"Claude Sonnet\",\n", " \"gemini-v1.5-flash\": \"Gemini Flash\", \"gemini-v1.5-pro\": \"Gemini Pro\",\n", - " \"nvidia-llama31-70\": \"Llama 3.1 70B\", \"nvidia-llama31-405\": \"Llama 3.1 405B\",\n", + " \"llama31-70b\": \"Llama 3.1 70B\", \"llama31-405b\": \"Llama 3.1 405B\",\n", " \"gemini-v1.5-flash\": \"Gemini Flash\"}\n", "\n", "plot_data = pd.DataFrame(prop_corrections.items(), columns=[\"Model\", \"Proportion Corrected\"])\n", @@ -433,7 +447,7 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 287, "metadata": {}, "outputs": [ { @@ -490,7 +504,7 @@ }, { "cell_type": "code", - "execution_count": 152, + "execution_count": 288, "metadata": {}, "outputs": [ { @@ -501,11 +515,11 @@ " 'claude-3.5-sonnet': 0.10810810810810811,\n", " 'gemini-v1.5-flash': 0.34615384615384615,\n", " 'gemini-v1.5-pro': 0.12121212121212122,\n", - " 'nvidia-llama31-70': 0.23684210526315788,\n", - " 'nvidia-llama31-405': 0.1702127659574468}" + " 'llama31-70b': 0.23684210526315788,\n", + " 'llama31-405b': 0.1702127659574468}" ] }, - "execution_count": 152, + "execution_count": 288, "metadata": {}, "output_type": "execute_result" } @@ -530,7 +544,7 @@ }, { "cell_type": "code", - "execution_count": 153, + "execution_count": 289, "metadata": {}, "outputs": [ { @@ -547,7 +561,7 @@ "source": [ "display_names = {\"gpt-4o-mini\": \"GPT-4o Mini\", \"gpt-4o\": \"GPT-4o\", \"claude-3.5-sonnet\": \"Claude Sonnet\",\n", " \"gemini-v1.5-flash\": \"Gemini Flash\", \"gemini-v1.5-pro\": \"Gemini Pro\",\n", - " \"nvidia-llama31-70\": \"Llama 3.1 70B\", \"nvidia-llama31-405\": \"Llama 3.1 405B\",\n", + " \"llama31-70b\": \"Llama 3.1 70B\", \"llama31-405b\": \"Llama 3.1 405B\",\n", " \"gemini-v1.5-flash\": \"Gemini Flash\"}\n", "\n", "plot_data = pd.DataFrame(prop_incorrections.items(), columns=[\"Model\", \"Proportion Incorrected\"])\n", @@ -576,28 +590,33 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 290, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Question ID: simple_qa_73\n", + "Question ID: simple_qa_32\n", "### Question:\n", - "What nationality is the engineer who financed Gaulard and his development of a transformer?\n", + "What four health organizations wrote to President John F. Kennedy calling for a National Commission on Smoking?\n", "\n", "### Ground Truth Answer:\n", - "British\n", + "American Cancer Society, the American Public Health Association, the American Heart Association, and the National Tuberculosis Association\n", "\n", "### Base Model Answer:\n", - "The engineer who financed Lucien Gaulard and his development of the transformer was **John Dixon Gibbs**, a **British** engineer.\n", + "The four health organizations that wrote to President John F. Kennedy in 1962 urging the creation of a National Commission on Smoking were:\n", + "\n", + "1. The American Cancer Society\n", + "2. The American Heart Association\n", + "3. The American Public Health Association\n", + "4. The National Tuberculosis Association\n", "\n", "### Agent Model Answer:\n", - "Lucien Gaulard, the engineer who developed the transformer with John Dixon Gibbs, was French. This is explicitly stated in the provided Wikipedia article in his birth and death information.\n", + "This article doesn't name four health organizations that wrote to President Kennedy advocating for a National Commission on Smoking. It focuses on the Surgeon General's report and its impact, not the lobbying efforts leading up to it. The article mentions the Royal College of Physicians in London releasing a report, but that was not a US organization writing to Kennedy. Therefore, I cannot answer your question using the provided text.\n", "Reference Website: \n", "\n", - "- [Lucien Gaulard - Wikipedia](https://en.wikipedia.org/wiki/Lucien_Gaulard)\n", + "- [A Presidents’ Day tribute to the man who urged the nation to stop smoking | USC Center for Health Journalism](https://centerforhealthjournalism.org/our-work/insights/presidents-day-tribute-man-who-urged-nation-stop-smoking)\n", "\n" ] } @@ -628,6 +647,263 @@ "print(\"### Agent Model Answer:\\n{}\\n\".format(gemini_agent_results[gemini_agent_results[\"question_id\"]==sample_point].iloc[0]['response']))" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Simple QA vs Arena Hard" + ] + }, + { + "cell_type": "code", + "execution_count": 291, + "metadata": {}, + "outputs": [], + "source": [ + "model_names = [\"gpt-4o-mini\", \"gpt-4o\", \"claude-3.5-sonnet\", \"gemini-v1.5-flash\",\n", + " \"gemini-v1.5-pro\", \"llama31-70b\", \"llama31-405b\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 292, + "metadata": {}, + "outputs": [], + "source": [ + "arena_hard_samples = {}\n", + "for model_name in model_names:\n", + " arena_hard_samples[model_name] = pd.read_json(\"eval_samples/arena_hard_50_{}.jsonl\".format(model_name), lines=True)\n", + " arena_hard_samples[model_name+\"-agent\"] = pd.read_json(\"eval_samples/arena_hard_50_{}-agent.jsonl\".format(model_name), lines=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 293, + "metadata": {}, + "outputs": [], + "source": [ + "network_error_ids = {}\n", + "\n", + "for model_name in model_names:\n", + " model_samples = arena_hard_samples[model_name]\n", + " agent_model_samples = arena_hard_samples[model_name+\"-agent\"]\n", + " ids = set()\n", + " ids = ids.union(set(list(model_samples[model_samples[\"response\"].str.lower().str.contains(\"network error due to high traffic\")][\"question_id\"])))\n", + " ids = ids.union(set(list(agent_model_samples[agent_model_samples[\"response\"].str.lower().str.contains(\"network error due to high traffic\")][\"question_id\"])))\n", + " network_error_ids[model_name] = list(ids)\n", + " \n", + "for model_name in model_names:\n", + " arena_hard_samples[model_name] = arena_hard_samples[model_name][~arena_hard_samples[model_name][\"question_id\"].isin(network_error_ids[model_name])]\n", + " arena_hard_samples[model_name+\"-agent\"] = arena_hard_samples[model_name+\"-agent\"][~arena_hard_samples[model_name+\"-agent\"][\"question_id\"].isin(network_error_ids[model_name])]" + ] + }, + { + "cell_type": "code", + "execution_count": 294, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'gpt-4o-mini': 0.6326530612244898,\n", + " 'gpt-4o-mini-agent': 0.2653061224489796,\n", + " 'gpt-4o': 0.36,\n", + " 'gpt-4o-agent': 0.5,\n", + " 'claude-3.5-sonnet': 0.6363636363636364,\n", + " 'claude-3.5-sonnet-agent': 0.3181818181818182,\n", + " 'gemini-v1.5-flash': 0.76,\n", + " 'gemini-v1.5-flash-agent': 0.22,\n", + " 'gemini-v1.5-pro': 0.8163265306122449,\n", + " 'gemini-v1.5-pro-agent': 0.16326530612244897,\n", + " 'llama31-70b': 0.8260869565217391,\n", + " 'llama31-70b-agent': 0.15217391304347827,\n", + " 'llama31-405b': 0.7755102040816326,\n", + " 'llama31-405b-agent': 0.20408163265306123}" + ] + }, + "execution_count": 294, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "arena_hard_results = {}\n", + "for model_name in model_names:\n", + " arena_hard_results[model_name] = pd.read_json(\"eval_results/arena_hard_{}.jsonl\".format(model_name), lines=True)\n", + " arena_hard_results[model_name+\"-agent\"] = pd.read_json(\"eval_results/arena_hard_{}.jsonl\".format(model_name), lines=True)\n", + "\n", + "for model_name in model_names:\n", + " arena_hard_results[model_name] = arena_hard_results[model_name][~arena_hard_results[model_name][\"question_id\"].isin(network_error_ids[model_name])]\n", + " arena_hard_results[model_name+\"-agent\"] = arena_hard_results[model_name+\"-agent\"][~arena_hard_results[model_name+\"-agent\"][\"question_id\"].isin(network_error_ids[model_name])] \n", + "\n", + "winrate = {}\n", + "for model_name in arena_hard_results.keys():\n", + " if 'agent' in model_name:\n", + " model_winrate = float((arena_hard_results[model_name][\"grade\"] == \"agent\").mean())\n", + " winrate[model_name] = model_winrate\n", + " else:\n", + " model_winrate = float((arena_hard_results[model_name][\"grade\"] == \"base\").mean())\n", + " winrate[model_name] = model_winrate\n", + "winrate" + ] + }, + { + "cell_type": "code", + "execution_count": 295, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'gpt-4o-mini': 0.1016260162601626,\n", + " 'gpt-4o-mini-agent': 0.5975609756097561,\n", + " 'gpt-4o': 0.4435483870967742,\n", + " 'gpt-4o-agent': 0.7258064516129032,\n", + " 'claude-3.5-sonnet': 0.31092436974789917,\n", + " 'claude-3.5-sonnet-agent': 0.819327731092437,\n", + " 'gemini-v1.5-flash': 0.10569105691056911,\n", + " 'gemini-v1.5-flash-agent': 0.4065040650406504,\n", + " 'gemini-v1.5-pro': 0.2894736842105263,\n", + " 'gemini-v1.5-pro-agent': 0.7763157894736842,\n", + " 'llama31-70b': 0.15384615384615385,\n", + " 'llama31-70b-agent': 0.4939271255060729,\n", + " 'llama31-405b': 0.18875502008032127,\n", + " 'llama31-405b-agent': 0.43775100401606426,\n", + " 'ppl-llama31-70-agent': 0.172,\n", + " 'ppl-llama31-405-agent': 0.208}" + ] + }, + "execution_count": 295, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "accuracy" + ] + }, + { + "cell_type": "code", + "execution_count": 301, + "metadata": {}, + "outputs": [], + "source": [ + "display_names = {\n", + " \"gpt-4o-mini\": \"GPT-4o Mini\",\n", + " \"gpt-4o-mini-agent\": \"GPT-4o Mini Agent\",\n", + " \"gpt-4o\": \"GPT-4o\",\n", + " \"gpt-4o-agent\": \"GPT-4o Agent\",\n", + " \"claude-3.5-sonnet\": \"Claude Sonnet\",\n", + " \"claude-3.5-sonnet-agent\": \"Claude Sonnet Agent\",\n", + " \"gemini-v1.5-flash\": \"Gemini Flash\",\n", + " \"gemini-v1.5-flash-agent\": \"Gemini Flash Agent\",\n", + " \"gemini-v1.5-pro\": \"Gemini Pro\",\n", + " \"gemini-v1.5-pro-agent\": \"Gemini Pro Agent\",\n", + " \"llama31-70b\": \"Llama 3.1 70B\",\n", + " \"llama31-70b-agent\": \"Llama 3.1 70B Agent\",\n", + " \"llama31-405b\": \"Llama 3.1 405B\",\n", + " \"llama31-405b-agent\": \"Llama 3.1 405B Agent\",\n", + "}\n", + "\n", + "# Convert data to DataFrame\n", + "accuracy_df = pd.DataFrame(accuracy.items(), columns=[\"Model\", \"Simple QA Accuracy\"])\n", + "win_rate_df = pd.DataFrame(winrate.items(), columns=[\"Model\", \"Win Rate\"])\n", + "\n", + "plot_data = pd.merge(accuracy_df, win_rate_df, on=\"Model\")\n", + "plot_data[\"Model\"] = plot_data[\"Model\"].map(display_names)" + ] + }, + { + "cell_type": "code", + "execution_count": 304, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Update model styles to handle both base and agent versions\n", + "model_styles = {\n", + " \"GPT-4o Mini\": {\"marker\": \"*\", \"color\": \"#1f77b4\"},\n", + " \"GPT-4o\": {\"marker\": \"o\", \"color\": \"#ff7f0e\"},\n", + " \"Claude Sonnet\": {\"marker\": \"s\", \"color\": \"#2ca02c\"},\n", + " \"Gemini Pro\": {\"marker\": \"D\", \"color\": \"#d62728\"},\n", + " \"Llama 3.1 70B\": {\"marker\": \"X\", \"color\": \"#9467bd\"},\n", + " \"Llama 3.1 405B\": {\"marker\": \"^\", \"color\": \"#8c564b\"},\n", + "}\n", + "\n", + "# Function to map styles for both base and agent versions\n", + "def map_styles(name):\n", + " base_name = name.replace(\" Agent\", \"\")\n", + " return model_styles.get(base_name, {\"marker\": \"o\", \"color\": \"gray\"})\n", + "\n", + "# Map styles for the plot data\n", + "plot_data[\"Style\"] = plot_data[\"Model\"].map(map_styles)\n", + "\n", + "# Create plot\n", + "plt.figure(figsize=(12, 8))\n", + "\n", + "# Plot each model with consistent style for base and agent versions\n", + "for _, row in plot_data.iterrows():\n", + " plt.scatter(\n", + " row[\"Simple QA Accuracy\"],\n", + " row[\"Win Rate\"],\n", + " label=row[\"Model\"],\n", + " s=150,\n", + " edgecolor=\"black\",\n", + " marker=row[\"Style\"][\"marker\"],\n", + " color=row[\"Style\"][\"color\"],\n", + " )\n", + "\n", + "sns.regplot(\n", + " x=\"Simple QA Accuracy\",\n", + " y=\"Win Rate\",\n", + " data=plot_data,\n", + " scatter=False,\n", + " color=\"#34495e\",\n", + " line_kws={\"linestyle\": \"dashed\", \"linewidth\": 2}\n", + ")\n", + "\n", + "# Annotate points with model names\n", + "for i in range(len(plot_data)):\n", + " plt.text(\n", + " plot_data[\"Simple QA Accuracy\"].iloc[i] + 0.01,\n", + " plot_data[\"Win Rate\"].iloc[i],\n", + " plot_data[\"Model\"].iloc[i],\n", + " fontsize=10,\n", + " ha=\"left\"\n", + " )\n", + "\n", + "# Title and labels\n", + "plt.title(\"Model Performance: Simple QA Accuracy vs Win Rate\", fontsize=16, pad=20)\n", + "plt.xlabel(\"Accuracy on Simple QA\", fontsize=14, labelpad=10)\n", + "plt.ylabel(\"Win Rate on Arena Hard\", fontsize=14, labelpad=10)\n", + "\n", + "# Customize ticks and grid\n", + "plt.xticks(fontsize=12)\n", + "plt.yticks(fontsize=12)\n", + "plt.grid(axis=\"both\", linestyle=\"--\", alpha=0.6, color=\"gray\")\n", + "\n", + "# Legend\n", + "handles, labels = plt.gca().get_legend_handles_labels()\n", + "by_label = dict(zip(labels, handles))\n", + "# plt.legend(by_label.values(), by_label.keys(), bbox_to_anchor=(1.05, 1), loc='upper left', fontsize=10, title=\"Models\")\n", + "\n", + "# Tight layout for better spacing\n", + "plt.tight_layout()\n", + "\n", + "# Show plot\n", + "plt.show()" + ] + }, { "cell_type": "markdown", "metadata": {}, diff --git a/fastchat/serve/api_provider.py b/fastchat/serve/api_provider.py index 20b2c1292..c7668a656 100644 --- a/fastchat/serve/api_provider.py +++ b/fastchat/serve/api_provider.py @@ -471,17 +471,43 @@ def openai_api_stream_iter_agent( temperature=temperature, max_tokens=max_new_tokens, stream=True, + tools=tools, ) text = "" + function_name = "" + function_arguments = "" + is_collecting_function_args = False + # add streaming to FC TODO (test) for chunk in res: print("Chunk:", chunk) - if len(chunk.choices) > 0: - text += chunk.choices[0].delta.content or "" + delta = chunk.choices[0].delta + finish_reason = chunk.choices[0].finish_reason + if 'content' in delta: + text += delta.content or "" + if delta.tool_calls: + is_collecting_function_args = True + tool_call = delta.tool_calls[0] + if tool_call.function.name: + function_name += tool_call.function.name + if tool_call.function.arguments: + function_arguments += tool_call.function.arguments + if finish_reason == "tool_calls" and is_collecting_function_args: + args = json.loads(function_arguments) data = { "text": text, "error_code": 0, + "function_name": function_name, + "arguments": args } - yield data + else: + data = { + "text": text, + "error_code": 0, + "function_name": None, + "arguments": None + } + yield data + else: if is_o1: res = client.chat.completions.create( diff --git a/fastchat/serve/gradio_web_server_agent.py b/fastchat/serve/gradio_web_server_agent.py index 7e5876a6f..aa4997869 100644 --- a/fastchat/serve/gradio_web_server_agent.py +++ b/fastchat/serve/gradio_web_server_agent.py @@ -563,12 +563,11 @@ def bot_response( html_code = ' ' conv.update_last_message(html_code) - yield (state, state.to_gradio_chatbot()) + (disable_btn,) * 5 try: # first-round QA - conv.update_last_message("Thinking...") + conv.update_last_message("Thinking..." + html_code) yield (state, state.to_gradio_chatbot()) + (disable_btn,) * 5 # no stream mode so we can get the response directly data = next(stream_iter) @@ -586,34 +585,38 @@ def bot_response( ) return - system_conv.update_last_message(output) - # Decide the execution flow based on the parsed response # 1. action -> function_call (web_search) -> answer # 2. answer -> return the answer - last_message = "" if data["function_name"] is not None: - #if "action" in parsed_response: + # update system conversation that the function has been called + system_conv.update_last_message(f"{data['function_name']} ({str(data['arguments'])})") + function_name = data["function_name"] - - #action = parsed_response["action"] assert "web_search" == function_name, f"function_name: {function_name}" arguments = data["arguments"] - conv.update_last_message("Searching...") + conv.update_last_message("Searching..." + html_code) + yield (state, state.to_gradio_chatbot()) + (disable_btn,) * 5 + web_search_display, web_search_summary, web_search_result = web_search(**arguments) + web_search_result = web_search_result[:300000] # truncate + + # update system conversation with web search results system_conv.append_message( - system_conv.roles[1], f"Reference Website: \n\n{web_search_result}" + system_conv.roles[1], f"Reference Website(s):\n{web_search_result}" ) system_conv.append_message(system_conv.roles[1], None) + conv.update_last_message( - f"Reference Website: \n\n{web_search_display}" + f"Reference Website(s):\n{web_search_display}" ) - yield (state, state.to_gradio_chatbot()) + (disable_btn,) * 5 + yield (state, state.to_gradio_chatbot()) + (disable_btn,) * 5 + # generate answer after web search - last_message = conv.messages[-1][1] - # Force no web search in the second round + message_after_web_search = conv.messages[-1][1] + # force no web search in the second round stream_iter = get_api_provider_stream_iter( system_conv, model_name, @@ -624,7 +627,8 @@ def bot_response( state, tools=None ) - conv.update_last_message(last_message + "\nReasoning...") + conv.update_last_message(message_after_web_search + "\n\nReasoning..." + html_code) + yield (state, state.to_gradio_chatbot()) + (disable_btn,) * 5 data = next(stream_iter) if data["error_code"] == 0: yield (state, state.to_gradio_chatbot()) + (disable_btn,) * 5 @@ -642,13 +646,15 @@ def bot_response( return system_conv.update_last_message(output) - # Save only summary to prevent context length explosion + # save only summary to prevent context length explosion system_conv.messages[-2][1] = web_search_summary - - conv.update_last_message( - f"{output}\n{last_message}" - ) - yield (state, state.to_gradio_chatbot()) + (enable_btn,) * 5 + + conv.update_last_message(f"{output}\n\n{message_after_web_search}") + yield (state, state.to_gradio_chatbot()) + (enable_btn,) * 5 + + else: + conv.update_last_message(output) + yield (state, state.to_gradio_chatbot()) + (enable_btn,) * 5 except requests.exceptions.RequestException as e: conv.update_last_message( @@ -698,7 +704,7 @@ def bot_response( for i, data in enumerate(stream_iter): if data["error_code"] == 0: output = data["text"].strip() - conv.update_last_message(output + "▌") + # conv.update_last_message(output + "▌") # conv.update_last_message(output + html_code) yield (state, state.to_gradio_chatbot()) + (disable_btn,) * 5 else: