From 17d4b8f2537a287e94641b9309da1e758172693b Mon Sep 17 00:00:00 2001 From: Potsawee Manakul Date: Sun, 7 May 2023 16:29:26 +0100 Subject: [PATCH] update probability-based-baselines demo --- .gitignore | 2 +- .../probability-based-baselines.ipynb | 177 +++++++++--------- 2 files changed, 90 insertions(+), 89 deletions(-) diff --git a/.gitignore b/.gitignore index abfb6e4..1c5546f 100644 --- a/.gitignore +++ b/.gitignore @@ -2,4 +2,4 @@ build/ selfcheckgpt.egg-info examples/ dist/ -demo/.ipynb_checkpoints/ +*.ipynb_checkpoints/ diff --git a/demo/experiments/probability-based-baselines.ipynb b/demo/experiments/probability-based-baselines.ipynb index ba1b955..e233070 100644 --- a/demo/experiments/probability-based-baselines.ipynb +++ b/demo/experiments/probability-based-baselines.ipynb @@ -32,17 +32,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "[394, 1829, 2704, 3239, 4716, 7980, 8024, 9719, 10028, 10740, 12018, 12948, 13854, 14165, 15337, 15362, 15637, 16751, 18639, 18912, 20063, 20483, 21020, 21350, 21429, 21948, 22407, 22475, 22701, 22748, 22778, 22780, 23297, 23680, 24695, 25585, 25678, 28103, 28572, 29397, 29703, 31676, 32313, 33007, 33117, 34231, 34892, 35880, 35884, 36388, 37096, 37972, 37992, 39945, 40317, 40445, 40518, 40559, 41918, 43863, 43944, 45696, 46523, 50200, 50586, 51311, 51500, 53531, 55347, 55551, 55672, 56337, 57088, 57109, 57341, 57415, 57437, 57533, 57740, 59798, 61460, 62464, 63257, 65678, 65695, 65811, 66425, 66940, 67253, 67982, 68722, 69787, 70485, 70595, 70625, 70696, 70846, 71127, 71565, 72052]\n" + "num_annotated = 238\n" ] } ], "source": [ "# ID_PATH = indices in WikiBio of the evaluated examples\n", - "id_path = \"/home/pm574/rds/hpc-work/self-consistency/cache/top5_seed25_100.txt\"\n", + "id_path = \"/home/pm574/rds/hpc-work/self-consistency/cache/wikibio_annotated_238_ids.txt\"\n", "with open(id_path, 'r') as f:\n", " id_lines = f.readlines()\n", "ids = [int(i.strip()) for i in id_lines]\n", - "print(ids)" + "print(\"num_annotated =\", len(ids))" ] }, { @@ -65,7 +65,7 @@ "\n", "responses = {}\n", "for idx in ids:\n", - " path = f\"/home/pm574/rds/hpc-work/self-consistency/llm_outputs/passage_top5_seed25_100/gpt3_davinci_003_FEB15_v1_logprob/{idx}.bin\"\n", + " path = f\"/home/pm574/rds/hpc-work/self-consistency/llm_outputs/passage_top_length/gpt3_davinci_003_FEB15_v1_logprob/{idx}.bin\"\n", " with open(path, \"rb\") as f:\n", " response = pickle.load(f)\n", " responses[idx] = response" @@ -91,14 +91,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "Using custom data configuration potsawee--wiki_bio_gpt3_hallucination-e8e8a8d1fbf50281\n", - "Found cached dataset json (/home/pm574/rds/hpc-work/downloads/hf_datasets/potsawee___json/potsawee--wiki_bio_gpt3_hallucination-e8e8a8d1fbf50281/0.0.0/0f7e3662623656454fcd2b650f34e886a7db4b9104504885bd462096cc7a9f51)\n" + "Using custom data configuration potsawee--wiki_bio_gpt3_hallucination-e582bacdf766d50c\n", + "Found cached dataset json (/home/pm574/rds/hpc-work/downloads/hf_datasets/potsawee___json/potsawee--wiki_bio_gpt3_hallucination-e582bacdf766d50c/0.0.0/0f7e3662623656454fcd2b650f34e886a7db4b9104504885bd462096cc7a9f51)\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "35e197e161dd49729d96d7e9cf5e16a7", + "model_id": "1b96803bc41a4917a77847f22a05cc86", "version_major": 2, "version_minor": 0 }, @@ -136,7 +136,6 @@ "metadata": {}, "outputs": [], "source": [ - "# 1 = True, 0 = Minor-False, -1 = Major-False\n", "human_label_detect_False = {}\n", "human_label_detect_False_h = {}\n", "human_label_detect_True = {}\n", @@ -147,8 +146,8 @@ " human_label_detect_False[idx] = (raw_label > 0.499).astype(np.int32).tolist()\n", " human_label_detect_True[idx] = (raw_label < 0.499).astype(np.int32).tolist()\n", " average_score = np.mean(raw_label)\n", - " if average_score <= 0.75:\n", - " human_label_detect_False_h[idx] = (raw_label > 0.499).astype(np.int32).tolist()" + " if average_score < 0.99:\n", + " human_label_detect_False_h[idx] = (raw_label > 0.99).astype(np.int32).tolist()" ] }, { @@ -160,7 +159,7 @@ { "data": { "text/plain": [ - "(65, 65, 41)" + "(238, 238, 206)" ] }, "execution_count": 7, @@ -233,8 +232,8 @@ "source": [ "baseline1_scores = {} # average_logprob\n", "baseline2_scores = {} # lowest_logprob\n", - "baseline3_scores = {} # average_ppl5\n", - "baseline4_scores = {} # highest_ppl5" + "baseline3_scores = {} # average_entropy5\n", + "baseline4_scores = {} # highest_entropy5" ] }, { @@ -247,7 +246,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████| 65/65 [00:00<00:00, 184.76it/s]\n" + "100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 238/238 [00:01<00:00, 201.65it/s]\n" ] } ], @@ -266,8 +265,8 @@ " \n", " average_logprob_sent_level = [None for _ in range(num_sentences)]\n", " lowest_logprob_sent_level = [None for _ in range(num_sentences)]\n", - " average_ppl5_sent_level = [None for _ in range(num_sentences)]\n", - " highest_ppl5_sent_level = [None for _ in range(num_sentences)]\n", + " average_entropy5_sent_level = [None for _ in range(num_sentences)]\n", + " highest_entropy5_sent_level = [None for _ in range(num_sentences)]\n", " \n", " for sent_i, sentence in enumerate(sentences):\n", " # sentence exist in the passage, so we need to find where it is [i1, i2]\n", @@ -285,27 +284,28 @@ " mystring = \"\".join(tokens[i1:i2+1])\n", " average_logprob = np.mean(token_logprobs[i1:i2+1])\n", " lowest_logprob = np.min(token_logprobs[i1:i2+1])\n", - " ppl5s = []\n", + " entropy5s = []\n", " for top5_tokens in top_logprobs[i1:i2+1]:\n", " logprob_of_top5_tokens = [x[1] for x in list(top5_tokens.items())]\n", " logprob_of_top5_tokens = np.array(logprob_of_top5_tokens)\n", " prob_of_top5_tokens = np.exp(logprob_of_top5_tokens)\n", " total_prob_of_top5 = prob_of_top5_tokens.sum()\n", " normalized_prob = prob_of_top5_tokens / total_prob_of_top5\n", - " ppl5 = 2**(entropy(normalized_prob, base=2))\n", - " ppl5s.append(ppl5)\n", - " average_ppl5 = np.mean(ppl5s)\n", - " highest_ppl5 = np.max(ppl5s)\n", + " # this was designed to be PPL, and intial results showed a better performance level than just entropy\n", + " entropy5 = 2**(entropy(normalized_prob, base=2)) \n", + " entropy5s.append(entropy5)\n", + " average_entropy5 = np.mean(entropy5s)\n", + " highest_entropy5 = np.max(entropy5s)\n", "\n", " average_logprob_sent_level[sent_i] = average_logprob\n", " lowest_logprob_sent_level[sent_i] = lowest_logprob\n", - " average_ppl5_sent_level[sent_i] = average_ppl5\n", - " highest_ppl5_sent_level[sent_i] = highest_ppl5\n", + " average_entropy5_sent_level[sent_i] = average_entropy5\n", + " highest_entropy5_sent_level[sent_i] = highest_entropy5\n", "\n", " baseline1_scores[idx] = average_logprob_sent_level\n", - " baseline2_scores[idx] = average_ppl5_sent_level\n", + " baseline2_scores[idx] = average_entropy5_sent_level\n", " baseline3_scores[idx] = lowest_logprob_sent_level\n", - " baseline4_scores[idx] = highest_ppl5_sent_level" + " baseline4_scores[idx] = highest_entropy5_sent_level" ] }, { @@ -337,22 +337,22 @@ "name": "stdout", "output_type": "stream", "text": [ - "len: 526\n", - "len: 526\n", - "len: 526\n", - "len: 526\n", + "len: 1908\n", + "len: 1908\n", + "len: 1908\n", + "len: 1908\n", "-----------------------\n", - "Baseline1: Avg(LogProb)\n", - "AUC: 83.67\n", + "Baseline1: Avg(logP)\n", + "AUC: 83.21\n", "-----------------------\n", - "Baseline2: Avg(PPL)\n", - "AUC: 82.02\n", + "Baseline2: Avg(H)\n", + "AUC: 80.73\n", "-----------------------\n", - "Baseline3: Lowest(LogProb)\n", - "AUC: 86.16\n", + "Baseline3: Max(-logP)\n", + "AUC: 87.51\n", "-----------------------\n", - "Baseline4: Highest(PPL)\n", - "AUC: 83.82\n" + "Baseline4: Max(H)\n", + "AUC: 85.75\n" ] } ], @@ -363,16 +363,16 @@ "Pb3, Rb3 = get_PR_with_human_labels(baseline3_scores, human_label_detect_False, pos_label=1, oneminus_pred=True)\n", "Pb4, Rb4 = get_PR_with_human_labels(baseline4_scores, human_label_detect_False, pos_label=1)\n", "print(\"-----------------------\")\n", - "print(\"Baseline1: Avg(LogProb)\")\n", + "print(\"Baseline1: Avg(logP)\")\n", "print_AUC(Pb1, Rb1)\n", "print(\"-----------------------\")\n", - "print(\"Baseline2: Avg(PPL)\")\n", + "print(\"Baseline2: Avg(H)\")\n", "print_AUC(Pb2, Rb2)\n", "print(\"-----------------------\")\n", - "print(\"Baseline3: Lowest(LogProb)\")\n", + "print(\"Baseline3: Max(-logP)\")\n", "print_AUC(Pb3, Rb3)\n", "print(\"-----------------------\")\n", - "print(\"Baseline4: Highest(PPL)\")\n", + "print(\"Baseline4: Max(H)\")\n", "print_AUC(Pb4, Rb4)" ] }, @@ -385,7 +385,7 @@ { "data": { "text/plain": [ - "0.7566539923954373" + "0.7295597484276729" ] }, "execution_count": 15, @@ -419,7 +419,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -434,11 +434,12 @@ "# with human label, Detecting Non-factual\n", "plt.figure(figsize=(5.5, 4.5))\n", "plt.hlines(y=random_baseline, xmin=0, xmax=1.0, color='grey', linestyles='dotted', label='Random') \n", - "plt.plot(Rb1, Pb1, '-', label='Avg-LogProb')\n", - "plt.plot(Rb2, Pb2, '-', label='Avg-PPL')\n", + "plt.plot(Rb1, Pb1, '-', label='Avg(logP)')\n", + "plt.plot(Rb2, Pb2, '-', label='Avg(H)')\n", "plt.plot(Rb3, Pb3, '-', label='Max(-logP)')\n", - "plt.plot(Rb4, Pb4, '-', label='Max(PPL)')\n", + "plt.plot(Rb4, Pb4, '-', label='Max(H)')\n", "plt.legend()\n", + "plt.ylim(0.7,1.02)\n", "plt.ylabel(\"Precision\")\n", "plt.xlabel(\"Recall\")" ] @@ -461,22 +462,22 @@ "name": "stdout", "output_type": "stream", "text": [ - "len: 322\n", - "len: 322\n", - "len: 322\n", - "len: 322\n", + "len: 1632\n", + "len: 1632\n", + "len: 1632\n", + "len: 1632\n", "-----------------------\n", - "Baseline1: Avg(LogProb)\n", - "AUC: 70.63\n", + "Baseline1: Avg(logP)\n", + "AUC: 38.89\n", "-----------------------\n", - "Baseline2: Avg(PPL)\n", - "AUC: 67.70\n", + "Baseline2: Avg(H)\n", + "AUC: 37.09\n", "-----------------------\n", - "Baseline3: Lowest(LogProb)\n", - "AUC: 76.51\n", + "Baseline3: Max(-logP)\n", + "AUC: 35.88\n", "-----------------------\n", - "Baseline4: Highest(PPL)\n", - "AUC: 72.15\n" + "Baseline4: Max(H)\n", + "AUC: 32.43\n" ] } ], @@ -487,16 +488,16 @@ "Pb3, Rb3 = get_PR_with_human_labels(baseline3_scores, human_label_detect_False_h, pos_label=1, oneminus_pred=True)\n", "Pb4, Rb4 = get_PR_with_human_labels(baseline4_scores, human_label_detect_False_h, pos_label=1)\n", "print(\"-----------------------\")\n", - "print(\"Baseline1: Avg(LogProb)\")\n", + "print(\"Baseline1: Avg(logP)\")\n", "print_AUC(Pb1, Rb1)\n", "print(\"-----------------------\")\n", - "print(\"Baseline2: Avg(PPL)\")\n", + "print(\"Baseline2: Avg(H)\")\n", "print_AUC(Pb2, Rb2)\n", "print(\"-----------------------\")\n", - "print(\"Baseline3: Lowest(LogProb)\")\n", + "print(\"Baseline3: Max(-logP)\")\n", "print_AUC(Pb3, Rb3)\n", "print(\"-----------------------\")\n", - "print(\"Baseline4: Highest(PPL)\")\n", + "print(\"Baseline4: Max(H)\")\n", "print_AUC(Pb4, Rb4)" ] }, @@ -509,7 +510,7 @@ { "data": { "text/plain": [ - "0.6024844720496895" + "0.2971813725490196" ] }, "execution_count": 18, @@ -543,7 +544,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -558,10 +559,10 @@ "# with human label, Detecting Non-factual*\n", "plt.figure(figsize=(5.5, 4.5))\n", "plt.hlines(y=random_baseline, xmin=0, xmax=1.0, color='grey', linestyles='dotted', label='Random') \n", - "plt.plot(Rb1, Pb1, '-', label='Avg-LogProb')\n", - "plt.plot(Rb2, Pb2, '-', label='Avg-PPL')\n", + "plt.plot(Rb1, Pb1, '-', label='Avg(logP)')\n", + "plt.plot(Rb2, Pb2, '-', label='Avg(H)')\n", "plt.plot(Rb3, Pb3, '-', label='Max(-logP)')\n", - "plt.plot(Rb4, Pb4, '-', label='Max(PPL)')\n", + "plt.plot(Rb4, Pb4, '-', label='Max(H)')\n", "plt.legend()\n", "plt.ylabel(\"Precision\")\n", "plt.xlabel(\"Recall\")" @@ -585,22 +586,22 @@ "name": "stdout", "output_type": "stream", "text": [ - "len: 526\n", - "len: 526\n", - "len: 526\n", - "len: 526\n", + "len: 1908\n", + "len: 1908\n", + "len: 1908\n", + "len: 1908\n", "-----------------------\n", - "Baseline1: Avg(LogProb)\n", - "AUC: 48.67\n", + "Baseline1: Avg(logP)\n", + "AUC: 53.97\n", "-----------------------\n", - "Baseline2: Avg(PPL)\n", - "AUC: 48.45\n", + "Baseline2: Avg(H)\n", + "AUC: 52.07\n", "-----------------------\n", - "Baseline3: Lowest(LogProb)\n", - "AUC: 44.22\n", + "Baseline3: Max(-logP)\n", + "AUC: 50.46\n", "-----------------------\n", - "Baseline4: Highest(PPL)\n", - "AUC: 45.26\n" + "Baseline4: Max(H)\n", + "AUC: 50.27\n" ] } ], @@ -611,16 +612,16 @@ "Pb3, Rb3 = get_PR_with_human_labels(baseline3_scores, human_label_detect_True, pos_label=1, oneminus_pred=False)\n", "Pb4, Rb4 = get_PR_with_human_labels(baseline4_scores, human_label_detect_True, pos_label=1, oneminus_pred=True)\n", "print(\"-----------------------\")\n", - "print(\"Baseline1: Avg(LogProb)\")\n", + "print(\"Baseline1: Avg(logP)\")\n", "print_AUC(Pb1, Rb1)\n", "print(\"-----------------------\")\n", - "print(\"Baseline2: Avg(PPL)\")\n", + "print(\"Baseline2: Avg(H)\")\n", "print_AUC(Pb2, Rb2)\n", "print(\"-----------------------\")\n", - "print(\"Baseline3: Lowest(LogProb)\")\n", + "print(\"Baseline3: Max(-logP)\")\n", "print_AUC(Pb3, Rb3)\n", "print(\"-----------------------\")\n", - "print(\"Baseline4: Highest(PPL)\")\n", + "print(\"Baseline4: Max(H)\")\n", "print_AUC(Pb4, Rb4)" ] }, @@ -633,7 +634,7 @@ { "data": { "text/plain": [ - "0.24334600760456274" + "0.27044025157232704" ] }, "execution_count": 21, @@ -667,7 +668,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -682,10 +683,10 @@ "# with human label, Detecting Non-factual*\n", "plt.figure(figsize=(5.5, 4.5))\n", "plt.hlines(y=random_baseline, xmin=0, xmax=1.0, color='grey', linestyles='dotted', label='Random') \n", - "plt.plot(Rb1, Pb1, '-', label='Avg-LogProb')\n", - "plt.plot(Rb2, Pb2, '-', label='Avg-PPL')\n", + "plt.plot(Rb1, Pb1, '-', label='Avg(logP)')\n", + "plt.plot(Rb2, Pb2, '-', label='Avg(H)')\n", "plt.plot(Rb3, Pb3, '-', label='Max(-logP)')\n", - "plt.plot(Rb4, Pb4, '-', label='Max(PPL)')\n", + "plt.plot(Rb4, Pb4, '-', label='Max(H)')\n", "plt.legend()\n", "plt.ylabel(\"Precision\")\n", "plt.xlabel(\"Recall\")"