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Paul Gauthier
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aider/website/_data/o1_polyglot_leaderboard.yml
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259
aider/website/_data/o1_polyglot_leaderboard.yml
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- dirname: 2024-12-21-18-41-18--polyglot-gpt-4o-mini
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test_cases: 225
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model: gpt-4o-mini-2024-07-18
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edit_format: whole
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commit_hash: a755079-dirty
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pass_rate_1: 0.9
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pass_rate_2: 3.6
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pass_num_1: 2
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pass_num_2: 8
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percent_cases_well_formed: 100.0
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error_outputs: 0
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num_malformed_responses: 0
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num_with_malformed_responses: 0
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user_asks: 36
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lazy_comments: 0
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syntax_errors: 0
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indentation_errors: 0
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exhausted_context_windows: 0
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test_timeouts: 3
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total_tests: 225
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command: aider --model gpt-4o-mini-2024-07-18
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date: 2024-12-21
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versions: 0.69.2.dev
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seconds_per_case: 17.3
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total_cost: 0.3236
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- dirname: 2024-12-21-18-44-28--polyglot-sonnet
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test_cases: 225
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model: claude-3-5-sonnet-20241022
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edit_format: diff
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commit_hash: a755079-dirty
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pass_rate_1: 18.7
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pass_rate_2: 45.3
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pass_num_1: 42
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pass_num_2: 102
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percent_cases_well_formed: 100.0
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error_outputs: 1
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num_malformed_responses: 0
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num_with_malformed_responses: 0
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user_asks: 14
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lazy_comments: 0
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syntax_errors: 0
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indentation_errors: 0
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exhausted_context_windows: 1
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test_timeouts: 12
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total_tests: 225
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command: aider --model claude-3-5-sonnet-20241022
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date: 2024-12-21
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versions: 0.69.2.dev
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seconds_per_case: 30.8
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total_cost: 13.4847
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- dirname: 2024-12-21-18-52-34--polyglot-gpt-4o-diff
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test_cases: 225
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model: gpt-4o-2024-11-20
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edit_format: diff
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commit_hash: a755079-dirty
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pass_rate_1: 4.9
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pass_rate_2: 15.1
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pass_num_1: 11
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pass_num_2: 34
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percent_cases_well_formed: 96.0
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error_outputs: 12
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num_malformed_responses: 11
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num_with_malformed_responses: 9
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user_asks: 34
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lazy_comments: 0
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syntax_errors: 0
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indentation_errors: 0
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exhausted_context_windows: 1
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test_timeouts: 19
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total_tests: 225
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command: aider --model gpt-4o-2024-11-20
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date: 2024-12-21
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versions: 0.69.2.dev
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seconds_per_case: 22.2
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total_cost: 7.1835
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- dirname: 2024-12-21-19-23-03--polyglot-o1-hard-diff
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test_cases: 224
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model: o1-2024-12-17 (high)
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edit_format: diff
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commit_hash: a755079-dirty
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pass_rate_1: 23.7
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pass_rate_2: 61.7
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pass_num_1: 53
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pass_num_2: 139
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percent_cases_well_formed: 91.5
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error_outputs: 25
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num_malformed_responses: 24
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num_with_malformed_responses: 19
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user_asks: 16
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lazy_comments: 0
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syntax_errors: 0
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indentation_errors: 0
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exhausted_context_windows: 0
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test_timeouts: 2
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total_tests: 225
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command: aider --model openrouter/openai/o1
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date: 2024-12-21
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versions: 0.69.2.dev
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seconds_per_case: 133.2
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total_cost: 0.0000
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- dirname: 2024-12-21-20-56-21--polyglot-deepseek-diff
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test_cases: 225
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model: deepseek-chat
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edit_format: diff
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commit_hash: a755079-dirty
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pass_rate_1: 5.3
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pass_rate_2: 17.8
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pass_num_1: 12
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pass_num_2: 40
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percent_cases_well_formed: 92.9
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error_outputs: 42
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num_malformed_responses: 37
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num_with_malformed_responses: 16
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user_asks: 23
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lazy_comments: 0
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syntax_errors: 0
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indentation_errors: 0
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exhausted_context_windows: 5
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test_timeouts: 5
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total_tests: 225
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command: aider --model deepseek/deepseek-chat
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date: 2024-12-21
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versions: 0.69.2.dev
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seconds_per_case: 184.0
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total_cost: 0.5101
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- dirname: 2024-12-21-21-46-27--polyglot-haiku-diff
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test_cases: 225
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model: claude-3-5-haiku-20241022
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edit_format: diff
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commit_hash: a755079-dirty
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pass_rate_1: 7.1
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pass_rate_2: 28.0
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pass_num_1: 16
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pass_num_2: 63
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percent_cases_well_formed: 91.1
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error_outputs: 31
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num_malformed_responses: 30
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num_with_malformed_responses: 20
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user_asks: 13
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lazy_comments: 0
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syntax_errors: 0
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indentation_errors: 0
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exhausted_context_windows: 1
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test_timeouts: 9
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total_tests: 225
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command: aider --model claude-3-5-haiku-20241022
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date: 2024-12-21
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versions: 0.69.2.dev
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seconds_per_case: 31.8
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total_cost: 6.0583
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- dirname: 2024-12-22-13-22-32--polyglot-qwen-diff
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test_cases: 225
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model: Qwen2.5-Coder-32B-Instruct
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edit_format: diff
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commit_hash: 6d7e8be-dirty
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pass_rate_1: 4.4
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pass_rate_2: 8.0
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pass_num_1: 10
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pass_num_2: 18
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percent_cases_well_formed: 71.6
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error_outputs: 158
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num_malformed_responses: 148
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num_with_malformed_responses: 64
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user_asks: 132
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lazy_comments: 0
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syntax_errors: 0
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indentation_errors: 0
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exhausted_context_windows: 1
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test_timeouts: 2
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total_tests: 225
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command: "aider --model openai/Qwen/Qwen2.5-Coder-32B-Instruct # via hyperbolic"
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date: 2024-12-22
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versions: 0.69.2.dev
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seconds_per_case: 84.4
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total_cost: 0.0000
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- dirname: 2024-12-22-21-26-35--polyglot-o1mini-whole
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test_cases: 225
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model: o1-mini-2024-09-12
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edit_format: whole
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commit_hash: 37df899
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pass_rate_1: 5.8
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pass_rate_2: 32.9
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pass_num_1: 13
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pass_num_2: 74
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percent_cases_well_formed: 96.9
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error_outputs: 8
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num_malformed_responses: 8
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num_with_malformed_responses: 7
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user_asks: 27
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lazy_comments: 0
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syntax_errors: 0
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indentation_errors: 0
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exhausted_context_windows: 0
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test_timeouts: 3
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total_tests: 225
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command: aider --model o1-mini
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date: 2024-12-22
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versions: 0.69.2.dev
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seconds_per_case: 34.7
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total_cost: 18.5770
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- dirname: 2024-12-22-18-43-25--gemini-exp-1206-polyglot-whole-2
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test_cases: 225
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model: gemini-exp-1206
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edit_format: whole
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commit_hash: b1bc2f8
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pass_rate_1: 19.6
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pass_rate_2: 38.2
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pass_num_1: 44
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pass_num_2: 86
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percent_cases_well_formed: 98.2
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error_outputs: 8
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num_malformed_responses: 8
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num_with_malformed_responses: 4
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user_asks: 32
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lazy_comments: 0
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syntax_errors: 0
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indentation_errors: 0
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exhausted_context_windows: 0
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test_timeouts: 9
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total_tests: 225
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command: aider --model gemini/gemini-exp-1206
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date: 2024-12-22
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versions: 0.69.2.dev
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seconds_per_case: 45.5
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total_cost: 0.0000
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- dirname: 2024-12-22-20-08-13--gemini-2.0-flash-exp-polyglot-whole
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test_cases: 225
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model: gemini-2.0-flash-exp
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edit_format: whole
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commit_hash: b1bc2f8
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pass_rate_1: 11.6
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pass_rate_2: 22.2
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pass_num_1: 26
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pass_num_2: 50
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percent_cases_well_formed: 100.0
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error_outputs: 1
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num_malformed_responses: 0
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num_with_malformed_responses: 0
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user_asks: 9
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lazy_comments: 0
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syntax_errors: 0
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indentation_errors: 0
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exhausted_context_windows: 1
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test_timeouts: 8
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total_tests: 225
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command: aider --model gemini/gemini-2.0-flash-exp
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date: 2024-12-22
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versions: 0.69.2.dev
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seconds_per_case: 12.2
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total_cost: 0.0000
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@ -28,6 +28,13 @@ the performance of
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today's strongest coding models and
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leaves headroom for future LLMs.
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{: .note :}
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See the main
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[aider leaderboard](https://aider.chat/docs/leaderboards/)
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for benchmark results from more models.
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This article only contains a snapshot
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of results at the time of publication.
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## The polyglot benchmark
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Like aider's original code editing benchmark,
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@ -171,7 +178,7 @@ on GitHub.
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</tr>
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</thead>
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<tbody>
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{% assign edit_sorted = site.data.polyglot_leaderboard | sort: 'pass_rate_2' | reverse %}
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{% assign edit_sorted = site.data.o1_polyglot_leaderboard | sort: 'pass_rate_2' | reverse %}
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{% for row in edit_sorted %}
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<tr style="border-bottom: 1px solid #ddd;">
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<td style="padding: 8px;">{{ row.model }}</td>
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Loading…
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