diff --git a/dpo_data/dpo_finetune_data.jsonl b/dpo_data/dpo_finetune_data.jsonl index 19d3f20..35a9683 100644 --- a/dpo_data/dpo_finetune_data.jsonl +++ b/dpo_data/dpo_finetune_data.jsonl @@ -1,5 +1,5 @@ -{"type": "Incomplete", "prompt": "Problem: Last winter, an avalanche swept away all the ski lifts from the ski resort Valen. Instead of rebuilding the lifts like they were before, the plan is to do it in a more optimized way, and you are responsible for this. \n\nThe only thing remaining from the old lift system are $n$ pylons situated at integer coordinates in the plane. You would like to put lifts in the form of line segments between some of these pylons. The line segments must satisfy the following constraints:\n - A line segment can only go between pylons $(x_1, y_1)$ and $(x_2, y_2)$ if $|y_1-y_2| = 1$.\n - There are two types of pylons, one-way and two-way pylons. The one-way pylons can be connected to at most one other pylon, and the two-way pylons can be connected to at most two other pylons. \n\nWhat is the maximum number of ski lifts (line segments) you can place under these constraints?\n\n-----Input-----\nThe first line contains one integer $n$ ($1 \\leq n \\leq 10^5$). Each of the following $n$ lines contains three integers $x$, $y$, and $a$, the coordinates and type of a pylon ($0 \\leq x,y \\leq 10^5$; $a=1$ for a one-way pylon and $a=2$ for a two-way pylon). All the pylons are situated at different coordinates.\n\n-----Output-----\nOutput the maximum number of ski lift line segments that can be placed.\n\n-----Examples-----\nSample Input:\n8\n1 0 1\n3 0 2\n0 1 1\n2 1 2\n4 1 2\n1 2 2\n2 3 1\n4 3 1\nSample Output:\n4\n\nSolution:", "chosen": "1. What is the maximum number of pylons that can be connected to a single two-way pylon?\n2. Are there any additional constraints on the placement of line segments beyond those specified in the problem description?\n3. Are there any restrictions on the orientation of line segments relative to the x-axis or y-axis?", "rejected": "```python\n# Incorrect code with logical and syntactical errors\n\nimport math\n\n# Initialize variables\nnum_pylons = int(input())\nline_segments = []\n\n# Read line segments\nfor i in range(num_pylons - 1):\n line_segments.append(list(map(int, input().split())))\n\n# Find the maximum number of pylons connected to a single two-way pylon\nmax_connections = 0\nfor pylon in range(num_pylons):\n if line_segments[pylon][0] != line_segments[pylon][1]: # Logical error: should be line_segments[pylon][1] == -1\n connections = 0\n for segment in line_segments:\n if segment[0] == pylon or segment[1] == pylon: # Logical error: should be segment[1] == -1\n connections += 1\n if connections > max_connections:\n max_connections = connections\n\n# Check if there are any additional constraints on the placement of line segments\n# Syntactical error: missing colon after if statement\nif num_pylons > 100:\n print(\"Error: Number of pylons exceeds limit\")\n\n# Check if there are any restrictions on the orientation of line segments\n# Logical error: should be checking for vertical or horizontal segments\nif line_segments[0][0] % 2 != line_segments[0][1] % 2:\n print(\"Error: Line segments must be either vertical or horizontal\")\n\n# Print the maximum number of pylons connected to a single two-way pylon\nprint(max_connections)\n```"} -{"type": "Original", "prompt": "Problem: Pashmak decided to give Parmida a pair of flowers from the garden. There are n flowers in the garden and the i-th of them has a beauty number b_{i}. Parmida is a very strange girl so she doesn't want to have the two most beautiful flowers necessarily. She wants to have those pairs of flowers that their beauty difference is maximal possible!\n\nYour task is to write a program which calculates two things: The maximum beauty difference of flowers that Pashmak can give to Parmida. The number of ways that Pashmak can pick the flowers. Two ways are considered different if and only if there is at least one flower that is chosen in the first way and not chosen in the second way. \n\n\n-----Input-----\n\nThe first line of the input contains n (2 \u2264 n \u2264 2\u00b710^5). In the next line there are n space-separated integers b_1, b_2, ..., b_{n} (1 \u2264 b_{i} \u2264 10^9).\n\n\n-----Output-----\n\nThe only line of output should contain two integers. The maximum beauty difference and the number of ways this may happen, respectively.\n\n\n-----Examples-----\nInput\n2\n1 2\n\nOutput\n1 1\nInput\n3\n1 4 5\n\nOutput\n4 1\nInput\n5\n3 1 2 3 1\n\nOutput\n2 4\n\n\n-----Note-----\n\nIn the third sample the maximum beauty difference is 2 and there are 4 ways to do this: choosing the first and the second flowers; choosing the first and the fifth flowers; choosing the fourth and the second flowers; choosing the fourth and the fifth flowers.\n\nSolution:", "chosen": "\"\"\"\nCodeforces Contest 261 Div 2 Problem B\n\nAuthor : chaotic_iak\nLanguage: Python 3.3.4\n\"\"\"\n\ndef main():\n n, = read()\n a = read()\n mn = 10**9+1\n mncount = 0\n mx = 0\n mxcount = 0\n for i in range(n):\n if a[i] < mn:\n mn = a[i]\n mncount = 1\n elif a[i] == mn:\n mncount += 1\n if a[i] > mx:\n mx = a[i]\n mxcount = 1\n elif a[i] == mx:\n mxcount += 1\n if mx != mn:\n print(mx-mn, mncount*mxcount)\n else:\n print(0, n*(n-1)//2)\n\n################################### NON-SOLUTION STUFF BELOW\n\ndef read(mode=2):\n # 0: String\n # 1: List of strings\n # 2: List of integers\n inputs = input().strip()\n if mode == 0: return inputs\n if mode == 1: return inputs.split()\n if mode == 2: return list(map(int, inputs.split()))\n\ndef write(s=\"\\n\"):\n if s is None: s = \"\"\n if isinstance(s, list): s = \" \".join(map(str, s))\n s = str(s)\n print(s, end=\"\")\n\nwrite(main())", "rejected": "**Vague:**\n\n* What is the purpose of the code?\n* What are the inputs and outputs of the code?\n\n**Irrelevant:**\n\n* What is the author's name?\n* What is the language used to write the code?\n\n**Misleading:**\n\n* Does the code solve a problem on Codeforces?\n* Does the code implement a specific algorithm?\n\n**Do not help resolve ambiguities:**\n\n* What is the variable `mn` used for?\n* How is the `mncount` variable updated?\n* What is the significance of the `if mx != mn` condition?"} -{"type": "Original", "prompt": "Problem: In this kata, the number 0 is infected. You are given a list. Every turn, any item in the list that is adjacent to a 0 becomes infected and transforms into a 0. How many turns will it take for the whole list to become infected?\n\n```\n[0,1,1,0] ==> [0,0,0,0] \nAll infected in 1 turn.\n\n[1,1,0,1,1] --> [1,0,0,0,1] --> [0,0,0,0,0]\nAll infected in 2 turns\n\n[0,1,1,1] --> [0,0,1,1] --> [0,0,0,1] --> [0,0,0,0]\nAll infected in 3 turns.\n```\n\nAll lists will contain at least one item, and at least one zero, and the only items will be 0s and 1s. Lists may be very very long, so pure brute force approach will not work.\n\nSolution:", "chosen": "def infected_zeroes(s):\n m=0; l=0\n for i,n in enumerate(s):\n if n==0: m=i if l==0 else max(m, (i-l+1)//2); l=i+1\n return max(m,len(s)-l)", "rejected": "* **Question 1:** What does the function *infected_zeroes* do?\n* **Question 2:** Is the input parameter *s* a list or a string?\n* **Question 3:** What is the meaning of variable *m* and variable *l*?\n* **Question 4:** Is the result of the function an integer or a fraction?\n* **Question 5:** How does the function handle negative values in the input parameter *s*?"} -{"type": "Inconsistent", "prompt": "Problem: Two friends are on the coordinate axis Ox in points with integer coordinates. One of them is in the point x_1 = a, another one is in the point x_2 = b. \n\nEach of the friends can move by one along the line in any direction unlimited number of times. When a friend moves, the tiredness of a friend changes according to the following rules: the first move increases the tiredness by 1, the second move increases the tiredness by 2, the third\u00a0\u2014 by 3 and so on. For example, if a friend moves first to the left, then to the right (returning to the same point), and then again to the left his tiredness becomes equal to 1 + 2 + 3 = 6.\n\nThe friends want to meet in a integer point. Determine the minimum total tiredness they should gain, if they meet in the same point.\n\n\n-----Input-----\n\nThe first line contains a single integer a (1 \u2264 a \u2264 1000) \u2014 the initial position of the first friend. \n\nThe second line contains a single integer b (1 \u2264 b \u2264 1000) \u2014 the initial position of the second friend.\n\nIt is guaranteed that a = b.\n\n\n-----Output-----\n\nPrint the minimum possible total tiredness if the friends meet in the same point.\n\n\n-----Examples-----\nInput\n3\n3\n\nOutput\n1\n\nInput\n101\n101\n\nOutput\n2\n\nInput\n5\n5\n\nOutput\n9\n\nSolution:", "chosen": "1. The problem description states that \"It is guaranteed that a \u2260 b\", but the examples provided show that a = b. Which condition is correct?\n2. The problem description states that \"The friends want to meet in a integer point\", but the examples provided show that the friends meet in the same point. Are these two statements contradictory?", "rejected": "```python\nimport sys\ninput = sys.stdin.readline\n\n# Incorrect version of the code\na, b = map(int, input().split())\nif a == b: # Logical error: Should be a != b\n print(\"YES\")\n print(a)\n exit()\n\n# Syntactical error: Missing colon after the for loop\nfor i in range(1, (a + b) // 2 + 1):\n if a % i == 0 and b % i == 0:\n print(\"NO\")\n print(i)\n exit()\n\nprint(\"YES\")\nprint(a + b)\n```"} -{"type": "Ambiguous", "prompt": "Problem: A group of entrepreneurs is starting a new company and wants to name it something unique. They've come up with a clever idea: the name should be the same when read forwards or backwards.\n\nThey have a list of potential names, but they don't want to manually check each one. They've asked you to write a program that can determine whether a given word is a \"palindrome\" or not.\n\n-----Input-----\n\nThe first line contains a non-empty word that needs to be checked. The word contains at most 10^5 characters. The word may contain any combination of uppercase and lowercase English letters, numbers, and special characters.\n\n-----Output-----\n\nPrint 'YES' (without the quotes), if the given word is a palindrome. Otherwise, print 'NO' (without the quotes).\n\n-----Examples-----\nInput\nracecar\n\nOutput\nYES\n\nInput\n12321\n\nOutput\nYES\n\nInput\nabcde\n\nOutput\nNO\n\nSolution:", "chosen": "1. What is the definition of a \"palindrome\" in this context? Does it refer to a word that reads the same forwards and backwards, or something else?\n2. Are there any specific restrictions on the characters that can be used in the word? For example, are spaces, punctuation, or non-English characters allowed?\n3. Is the case of the letters in the word significant? For instance, would \"Racecar\" and \"racecar\" be considered the same palindrome?", "rejected": "```python\ndef is_palindrome(word):\n # Incorrectly defining palindrome as a word that reads the same backwards and forwards only when the letters are in uppercase.\n return word == word[::-1].upper()\n\ndef main():\n words = [\"Racecar\", \"racecar\", \"Palindrome\", \"12321\"]\n\n for word in words:\n if is_palindrome(word):\n print(f\"{word} is a palindrome.\")\n else:\n print(f\"{word} is not a palindrome.\")\n\nif __name__ == \"__main__\":\n main()\n```"} +{"type": "Incomplete", "prompt": "Problem: Last winter, an avalanche swept away all the ski lifts from the ski resort Valen. Instead of rebuilding the lifts like they were before, the plan is to do it in a more optimized way, and you are responsible for this. \n\nThe only thing remaining from the old lift system are $n$ pylons situated at integer coordinates in the plane. You would like to put lifts in the form of line segments between some of these pylons. The line segments must satisfy the following constraints:\n - A line segment can only go between pylons $(x_1, y_1)$ and $(x_2, y_2)$ if $|y_1-y_2| = 1$.\n - There are two types of pylons, one-way and two-way pylons. The one-way pylons can be connected to at most one other pylon, and the two-way pylons can be connected to at most two other pylons. \n\nWhat is the maximum number of ski lifts (line segments) you can place under these constraints?\n\n-----Input-----\nThe first line contains one integer $n$ ($1 \\leq n \\leq 10^5$). Each of the following $n$ lines contains three integers $x$, $y$, and $a$, the coordinates and type of a pylon ($0 \\leq x,y \\leq 10^5$; $a=1$ for a one-way pylon and $a=2$ for a two-way pylon). All the pylons are situated at different coordinates.\n\n-----Output-----\nOutput the maximum number of ski lift line segments that can be placed.\n\n-----Examples-----\nSample Input:\n8\n1 0 1\n3 0 2\n0 1 1\n2 1 2\n4 1 2\n1 2 2\n2 3 1\n4 3 1\nSample Output:\n4\n\nSolution:", "chosen": "1. What is the maximum number of pylons that can be connected to a single two-way pylon?\n2. Are there any additional constraints on the placement of line segments beyond those specified in the problem description?\n3. Are there any restrictions on the orientation of line segments relative to the x-axis or y-axis?", "rejected": "Let's assume the original (correct) code was intended to solve a problem involving connecting pylons with line segments, subject to certain constraints. Here's an incorrect version incorporating errors based on the clarifying questions:\n\n\n```python\nimport random\n\ndef connect_pylons(num_pylons, max_connections):\n # Incorrect: Ignores max_connections constraint completely.\n connections = []\n pylons = list(range(num_pylons)) # Pylons numbered 0 to num_pylons-1\n\n for i in range(num_pylons):\n # Incorrect: Connects to random pylons, potentially creating self-loops and duplicates.\n num_to_connect = random.randint(0, num_pylons) # ignoring max_connections\n for j in range(num_to_connect):\n connected_to = random.choice(pylons) #Potentially connects to self\n connections.append((i, connected_to))\n\n #Incorrect: Doesn't check for duplicate connections.\n return connections\n\n\n# Example usage:\nnum_pylons = 5\nmax_connections = 2 # This value is ignored in the function.\nconnections = connect_pylons(num_pylons, max_connections)\nprint(connections)\n\n#Further incorrect logic below - this section assumes that the original code would have calculated the total length of lines\ntotal_length = 0\nfor connection in connections:\n # Incorrect: Assumes pylons are at coordinates (x,0) which may not be the case. Also, uses wrong formula for distance.\n total_length += abs(connection[0] - connection[1]) #Incorrect distance calculation\n\nprint(f\"Total length of connections: {total_length}\")\n```\n\nThis incorrect code has several flaws:\n\n* **Ignoring `max_connections`:** The code generates a random number of connections for each pylon, disregarding the specified limit.\n* **Self-loops and duplicate connections:** It allows pylons to connect to themselves and creates duplicate connections.\n* **Incorrect distance calculation:** It calculates the distance between pylons incorrectly, assuming they are placed along the x-axis at coordinates corresponding to their index, and using a simple absolute difference (ignoring y-coordinates if they exist).\n* **No constraint checking:** It doesn't check for any other possible constraints that might exist.\n\n\nThis revised code maintains a similar structure to a potential correct solution but includes errors reflecting misunderstandings of the constraints implied by the clarifying questions. A correct solution would require more sophisticated logic to handle these constraints properly.\n"} +{"type": "Original", "prompt": "Problem: Pashmak decided to give Parmida a pair of flowers from the garden. There are n flowers in the garden and the i-th of them has a beauty number b_{i}. Parmida is a very strange girl so she doesn't want to have the two most beautiful flowers necessarily. She wants to have those pairs of flowers that their beauty difference is maximal possible!\n\nYour task is to write a program which calculates two things: The maximum beauty difference of flowers that Pashmak can give to Parmida. The number of ways that Pashmak can pick the flowers. Two ways are considered different if and only if there is at least one flower that is chosen in the first way and not chosen in the second way. \n\n\n-----Input-----\n\nThe first line of the input contains n (2 \u2264 n \u2264 2\u00b710^5). In the next line there are n space-separated integers b_1, b_2, ..., b_{n} (1 \u2264 b_{i} \u2264 10^9).\n\n\n-----Output-----\n\nThe only line of output should contain two integers. The maximum beauty difference and the number of ways this may happen, respectively.\n\n\n-----Examples-----\nInput\n2\n1 2\n\nOutput\n1 1\nInput\n3\n1 4 5\n\nOutput\n4 1\nInput\n5\n3 1 2 3 1\n\nOutput\n2 4\n\n\n-----Note-----\n\nIn the third sample the maximum beauty difference is 2 and there are 4 ways to do this: choosing the first and the second flowers; choosing the first and the fifth flowers; choosing the fourth and the second flowers; choosing the fourth and the fifth flowers.\n\nSolution:", "chosen": "\"\"\"\nCodeforces Contest 261 Div 2 Problem B\n\nAuthor : chaotic_iak\nLanguage: Python 3.3.4\n\"\"\"\n\ndef main():\n n, = read()\n a = read()\n mn = 10**9+1\n mncount = 0\n mx = 0\n mxcount = 0\n for i in range(n):\n if a[i] < mn:\n mn = a[i]\n mncount = 1\n elif a[i] == mn:\n mncount += 1\n if a[i] > mx:\n mx = a[i]\n mxcount = 1\n elif a[i] == mx:\n mxcount += 1\n if mx != mn:\n print(mx-mn, mncount*mxcount)\n else:\n print(0, n*(n-1)//2)\n\n################################### NON-SOLUTION STUFF BELOW\n\ndef read(mode=2):\n # 0: String\n # 1: List of strings\n # 2: List of integers\n inputs = input().strip()\n if mode == 0: return inputs\n if mode == 1: return inputs.split()\n if mode == 2: return list(map(int, inputs.split()))\n\ndef write(s=\"\\n\"):\n if s is None: s = \"\"\n if isinstance(s, list): s = \" \".join(map(str, s))\n s = str(s)\n print(s, end=\"\")\n\nwrite(main())", "rejected": "Here are some poorly formulated clarifying questions about the given code:\n\n1. \"So, like, what's the deal with this `read()` function? Is it, like, magic?\" (Vague, irrelevant to the core algorithm)\n\n2. \"Does this code use recursion? Because I heard recursion is bad.\" (Misleading, irrelevant to the code's functionality; the code is iterative)\n\n3. \"Is `n` always a positive integer? What if it's negative? Or a float? Or a string?\" (While technically relevant, it's framed to be unnecessarily broad and doesn't address the practical constraints)\n\n4. \"Why are you using `10**9+1`? Is that some kind of secret code?\" (Vague; the reason is clear from the context of finding a minimum value)\n\n5. \"I'm confused about the `mncount` and `mxcount` variables. What do they represent in terms of, like, the bigger picture of life?\" (Irrelevant, vague, and overly philosophical)\n\n6. \"This `write()` function seems complicated. Could you simplify it using fewer lines of code, even if it's less readable?\" (Misleading, prioritizing brevity over readability and potentially clarity)\n\n7. \"The comments say it's Python 3.3.4. Will it still work in Python 2?\" (Irrelevant; version compatibility isn't the core issue)\n\n8. \"Is this code related to astrophysics in any way?\" (Completely irrelevant)\n\n9. \"What's the time complexity of this code in terms of Big O notation and how does it compare to the performance of bubble sort?\" (While relevant, the question is overly technical and doesn't directly address any ambiguity in the existing code)\n\n\nThese questions are poorly formulated because they either fail to address specific ambiguities, are irrelevant to the code's function, are overly vague, or introduce unnecessary complexity to a simple problem. A good clarifying question would focus on a specific aspect of the code that is unclear, and be phrased concisely and directly.\n"} +{"type": "Original", "prompt": "Problem: In this kata, the number 0 is infected. You are given a list. Every turn, any item in the list that is adjacent to a 0 becomes infected and transforms into a 0. How many turns will it take for the whole list to become infected?\n\n```\n[0,1,1,0] ==> [0,0,0,0] \nAll infected in 1 turn.\n\n[1,1,0,1,1] --> [1,0,0,0,1] --> [0,0,0,0,0]\nAll infected in 2 turns\n\n[0,1,1,1] --> [0,0,1,1] --> [0,0,0,1] --> [0,0,0,0]\nAll infected in 3 turns.\n```\n\nAll lists will contain at least one item, and at least one zero, and the only items will be 0s and 1s. Lists may be very very long, so pure brute force approach will not work.\n\nSolution:", "chosen": "def infected_zeroes(s):\n m=0; l=0\n for i,n in enumerate(s):\n if n==0: m=i if l==0 else max(m, (i-l+1)//2); l=i+1\n return max(m,len(s)-l)", "rejected": "Here are some poorly formulated clarifying questions about the `infected_zeroes` function:\n\n1. \"So, like, what's the deal with the `m` and `l` variables? Are they, like, important or something?\" (Vague, irrelevant)\n2. \"Is this code related to the Fibonacci sequence at all? I'm thinking about rabbits.\" (Misleading, irrelevant)\n3. \"Does the function work with negative numbers? What about complex numbers?\" (Irrelevant, potentially misleading depending on context \u2013 the code clearly operates on a sequence of 0s and 1s)\n4. \"I'm confused by the `enumerate` function. Does it make the code run faster or slower? Explain it in terms of butterflies.\" (Vague, irrelevant \u2013 uses a distracting analogy)\n5. \"If I change the name of the function to `super_duper_function`, will it still work?\" (Irrelevant, focuses on superficial aspects)\n6. \"What kind of operating system does this code require? Is it compatible with my toaster?\" (Misleading, irrelevant)\n7. \"Could you explain the code line by line, but in a different font? Maybe Comic Sans?\" (Irrelevant, focuses on formatting rather than substance)\n8. \"How does this relate to the meaning of life?\" (Completely irrelevant, philosophically vague)\n9. \"The semicolon after `m=0; l=0` \u2013 is that absolutely necessary? Could we use a colon instead, or maybe a smiley face?\" (Misleading, focuses on minor syntax without addressing the code's purpose)\n10. \"What's the runtime complexity of this function if we're considering the influence of Jupiter's gravitational pull on a single electron?\" (Irrelevant, absurdly complex and misleading)\n\n\nThese questions deliberately avoid addressing the actual functionality or potential ambiguities in the code, focusing instead on tangential or nonsensical aspects. They illustrate poor questioning techniques in a code review or debugging scenario.\n"} +{"type": "Inconsistent", "prompt": "Problem: Two friends are on the coordinate axis Ox in points with integer coordinates. One of them is in the point x_1 = a, another one is in the point x_2 = b. \n\nEach of the friends can move by one along the line in any direction unlimited number of times. When a friend moves, the tiredness of a friend changes according to the following rules: the first move increases the tiredness by 1, the second move increases the tiredness by 2, the third\u00a0\u2014 by 3 and so on. For example, if a friend moves first to the left, then to the right (returning to the same point), and then again to the left his tiredness becomes equal to 1 + 2 + 3 = 6.\n\nThe friends want to meet in a integer point. Determine the minimum total tiredness they should gain, if they meet in the same point.\n\n\n-----Input-----\n\nThe first line contains a single integer a (1 \u2264 a \u2264 1000) \u2014 the initial position of the first friend. \n\nThe second line contains a single integer b (1 \u2264 b \u2264 1000) \u2014 the initial position of the second friend.\n\nIt is guaranteed that a = b.\n\n\n-----Output-----\n\nPrint the minimum possible total tiredness if the friends meet in the same point.\n\n\n-----Examples-----\nInput\n3\n3\n\nOutput\n1\n\nInput\n101\n101\n\nOutput\n2\n\nInput\n5\n5\n\nOutput\n9\n\nSolution:", "chosen": "1. The problem description states that \"It is guaranteed that a \u2260 b\", but the examples provided show that a = b. Which condition is correct?\n2. The problem description states that \"The friends want to meet in a integer point\", but the examples provided show that the friends meet in the same point. Are these two statements contradictory?", "rejected": "Let's assume the original, correct code (which we don't have) would calculate the meeting point of two friends walking towards each other at different speeds. The incorrect code below will ignore the condition a \u2260 b and incorrectly handle the meeting point calculation.\n\n```python\ndef meet_point(a, b, va, vb, xa, xb):\n \"\"\"\n Calculates the meeting point of two friends.\n\n Args:\n a: Starting position of friend A.\n b: Starting position of friend B.\n va: Velocity of friend A.\n vb: Velocity of friend B.\n xa: Initial position of friend A.\n xb: Initial position of friend B.\n\n Returns:\n The meeting point.\n \"\"\"\n # Incorrectly ignores a != b condition and uses incorrect formula\n time = (xa + xb) / (va + vb) #Should be (xb - xa) / (va + vb) if moving towards each other.\n meeting_point = xa + va * time #This will be correct if the above time is correct.\n return meeting_point\n\n\n# Example usage (demonstrates the error - assuming they are moving towards each other)\na = 5 #Start position A\nb = 5 #Start position B (a == b, violating the unspecified condition)\nva = 2 #Velocity A\nvb = 3 #Velocity B\nxa = 0 #Initial position A\nxb = 10 #Initial position B\n\nprint(meet_point(a, b, va, vb, xa, xb)) #Should throw an error or give a wrong answer if a==b.\n\n```\n\nThis code introduces several errors:\n\n* **Ignoring `a != b`:** The code doesn't check or handle the case where `a == b`, even though the problem description suggests this should be a constraint (but the examples contradict this). This shows a failure to address the ambiguity in the problem description.\n* **Incorrect Formula:** The time calculation is fundamentally flawed. It sums the positions instead of finding the relative distance. It uses (xa + xb) when it should be (xb - xa) if the friends are approaching each other. This directly relates to the ambiguity of \"integer point\" and same point.\n* **Unnecessary variables:** `a` and `b` are not used in the calculation. They are placeholders for the potential error in the requirements.\n\n\nThis incorrect code demonstrates how failing to properly address the ambiguities and contradictions in the problem description leads to a faulty solution. A correct solution would require clarification on the contradictory statements about `a` and `b`, and the meeting point.\n"} +{"type": "Ambiguous", "prompt": "Problem: A group of entrepreneurs is starting a new company and wants to name it something unique. They've come up with a clever idea: the name should be the same when read forwards or backwards.\n\nThey have a list of potential names, but they don't want to manually check each one. They've asked you to write a program that can determine whether a given word is a \"palindrome\" or not.\n\n-----Input-----\n\nThe first line contains a non-empty word that needs to be checked. The word contains at most 10^5 characters. The word may contain any combination of uppercase and lowercase English letters, numbers, and special characters.\n\n-----Output-----\n\nPrint 'YES' (without the quotes), if the given word is a palindrome. Otherwise, print 'NO' (without the quotes).\n\n-----Examples-----\nInput\nracecar\n\nOutput\nYES\n\nInput\n12321\n\nOutput\nYES\n\nInput\nabcde\n\nOutput\nNO\n\nSolution:", "chosen": "1. What is the definition of a \"palindrome\" in this context? Does it refer to a word that reads the same forwards and backwards, or something else?\n2. Are there any specific restrictions on the characters that can be used in the word? For example, are spaces, punctuation, or non-English characters allowed?\n3. Is the case of the letters in the word significant? For instance, would \"Racecar\" and \"racecar\" be considered the same palindrome?", "rejected": "Let's assume the intended function is to check if a given string is a palindrome (ignoring case). Here's an incorrect version of such a function in Python, incorporating errors based on the clarifying questions:\n\n\n```python\ndef is_palindrome_incorrect(text):\n #Incorrect: Fails to handle case insensitivity properly\n processed_text = text.lower() \n\n #Incorrect: Doesn't remove punctuation or spaces.\n #Incorrect: Uses a non-standard slicing method leading to incorrect comparison\n if processed_text[::1] == processed_text[::-2]: #Error: Incorrect slicing - should be [::-1]\n return True\n else:\n return False\n\n# Example usage (will produce incorrect results)\nprint(is_palindrome_incorrect(\"Racecar\")) # Should be True, might be False\nprint(is_palindrome_incorrect(\"A man, a plan, a canal: Panama\")) #Should be True, will be False\nprint(is_palindrome_incorrect(\"hello\")) # Should be False, will be False\n\n\n```\n\nThe errors introduced are:\n\n* **Case insensitivity:** While `text.lower()` attempts to handle case, the subsequent comparison could still fail if the input contains mixed case and other characters that are not converted to lowercase.\n* **Character restrictions:** The code doesn't handle spaces, punctuation, or other non-alphanumeric characters. The presence of these will lead to incorrect results.\n* **Slicing error:** `[::-2]` skips every other character, making the comparison nonsensical and incorrect. It should be `[::-1]` to reverse the string.\n\nThis incorrect version maintains the *structure* of a palindrome-checking function but contains enough logical and syntactical errors to produce wrong outputs for many inputs.\n"} diff --git a/dpo_data_format.py b/dpo_data_format.py index 6ecab64..99b8df2 100644 --- a/dpo_data_format.py +++ b/dpo_data_format.py @@ -1,10 +1,13 @@ import json import os +from dotenv import load_dotenv import google.generativeai as genai +load_dotenv() +print(f"GEMINI_API_KEY: {repr(os.getenv('GEMINI_API_KEY'))}") gemini_api_key = os.getenv("GEMINI_API_KEY") genai.configure(api_key=gemini_api_key) -model = genai.GenerativeModel("gemini-pro") +model = genai.GenerativeModel("gemini-1.5-flash") input_file = "output_splits/split_20_80_downsample.jsonl" diff --git a/fine-tuning/clarify_aware_fine_tuning_dpo.py b/fine-tuning/clarify_aware_fine_tuning_dpo.py new file mode 100644 index 0000000..144d6ca --- /dev/null +++ b/fine-tuning/clarify_aware_fine_tuning_dpo.py @@ -0,0 +1,76 @@ +from trl import DPOTrainer +from transformers import AutoModelForCausalLM, AutoTokenizer, TrainingArguments +from peft import LoraConfig, get_peft_model +from datasets import load_dataset +import torch +import argparse + + +model_name = "meta-llama/Llama-2-7b-chat-hf" + +tokenizer = AutoTokenizer.from_pretrained(model_name) +tokenizer.pad_token = tokenizer.eos_token +tokenizer.padding_side = "left" + +model = AutoModelForCausalLM.from_pretrained( + model_name, + torch_dtype=torch.bfloat16, + load_in_4bit=True, + device_map="auto" +) + +model.config.use_cache = False +model.gradient_checkpointing_enable() + +peft_config = LoraConfig( + r=16, + lora_alpha=16, + lora_dropout=0.05, + bias="none", + task_type="CAUSAL_LM", + target_modules=['k_proj', 'gate_proj', 'v_proj', 'up_proj', 'q_proj', 'o_proj', 'down_proj'] +) + +model = get_peft_model(model, peft_config) +dataset = load_dataset("json", data_files="dpo_data/dpo_finetune_data.jsonl") +dataset = dataset.map(lambda x: {"prompt": x["chosen"], "rejected": x["rejected"]}) + +training_args = TrainingArguments( + per_device_train_batch_size=4, + per_device_eval_batch_size=4, + gradient_accumulation_steps=4, + learning_rate=5e-4, + lr_scheduler_type="cosine", + max_steps=200, + save_strategy="no", + logging_steps=1, + output_dir="./dpo_finetuned_model", + optim="paged_adamw_32bit", + warmup_steps=100, + bf16=True, + report_to="wandb", +) + +dpo_trainer = DPOTrainer( + model=model, + args=training_args, + train_dataset=dataset["train"] if "train" in dataset else dataset, + tokenizer=tokenizer, + beta=0.1, + max_prompt_length=1024, + max_length=512, +) + +dpo_trainer.train() + +if __name__ == "__main__": + parser = argparse.ArgumentParser() + parser.add_argument('--model_name_or_path', type=str, help='Path to the model',required=True) + parser.add_argument("--dataset_path",help="dataset_path",type=str,required=True) + parser.add_argument("-m","--model",help="LLM",type=str) + + +dpo_trainer.save_model("./dpo_finetuned_model") +tokenizer.save_pretrained("./dpo_finetuned_model") + +print("----------------Fine-tuning complete!-------------------") \ No newline at end of file diff --git a/requirements.txt b/requirements.txt index 64fa584..74d597c 100644 --- a/requirements.txt +++ b/requirements.txt @@ -14,3 +14,5 @@ torchtune torchao torch accelerate +trl +python-dotenv \ No newline at end of file