SWE Task Progress Dashboard

Overview

Live Dashboard of PRs collections and SWE Tasks Generation

Live state of GitHub PR collection and verifiable SWE-Bench task generation across 8 languages. Detailed per-language analysis is collapsed below — click any section to expand.

Total PRs collected

589,536

23,812 unique repos · 1h +1 / 24h +6

Total valid SWE

50,713

9,947 unique repos · 1h +1 / 24h +108

Overall success rate

9.2%

Valid SWE / processed 552,419

Mean difficulty_score

5.88

median 5.8, count 50,663

Language Progress

Language	PRs collected	Last 1h	Last 24h	Valid SWE	Last 1h	Last 24h	Processed	Success rate
Cc	32,357	0	0	9,715	0	0	32,357	30.0%
C++cpp	48,177	+1	+1	4,062	0	+3	33,258	12.2%
Gogo	132,107	0	+1	8,272	0	+26	110,242	7.5%
Javajava	89,033	0	+1	4,136	+1	+18	88,922	4.7%
JavaScriptjs	39,682	0	0	7,257	0	+13	39,682	18.3%
Pythonpy	105,781	0	+1	5,115	0	+14	105,686	4.8%
Rustrust	71,905	0	+1	5,587	0	+16	71,864	7.8%
TypeScriptts	70,494	0	+1	6,569	0	+18	70,408	9.3%

Run Parameters

Language	Eval model (OPENAI)	Completion model (ANTHROPIC)	Concurrency	min_source_files	max_source_files
C	`glm-5`	`claude-sonnet-4-6`	12	2	15
C++	`Qwen3.6-35B-A3B`	`Qwen3.6-35B-A3B`	8	2	15
Go	`Qwen3.6-35B-A3B`	`Qwen3.6-35B-A3B`	12	2	10
Java	`glm-5`	`claude-sonnet-4-6`	8	2	10
JavaScript	`Qwen3.6-35B-A3B`	`Qwen3.6-35B-A3B`	12	2	10
Python	`glm-5`	`claude-sonnet-4-6`	12	3	15
Rust	`Qwen3.6-35B-A3B`	`Qwen3.6-35B-A3B`	8	2	10
TypeScript	`Qwen3.6-35B-A3B`	`Qwen3.6-35B-A3B`	12	2	10

Failure Reason Breakdown

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Language	Processed	Valid SWE	Failed	trivial_pr	validation	infra_error	timeout	workflow_error	Other
C	32,357	9,715	22,642	18,864	3,105	891	1	65	2
C++	33,258	4,062	29,196	8,379	6,363	15,693	159	588	266
Go	110,242	8,272	101,970	32,157	19,287	47,675	1,530	1,067	247
Java	88,922	4,136	84,786	25,430	9,992	39,684	1,081	7,417	1,598
JavaScript	39,682	7,257	32,425	17,225	4,725	11,351	270	236	0
Python	105,686	5,115	100,571	41,379	13,912	45,697	825	363	120
Rust	71,864	5,587	66,277	23,366	9,595	30,652	1,089	1,008	1,232
TypeScript	70,408	6,569	63,839	22,004	13,714	25,842	1,764	834	8

trivial_pr: the PR was judged by the LLM as too trivial (e.g. only config, docs, or dependency-version changes) and unsuitable as a SWE task.

validation: validation failed after task generation (the NOP agent did not return reward=0, or the ORACLE agent did not return reward=1).

infra_error: infrastructure error (Docker build failure, network timeout, insufficient disk space, etc.).

timeout: processing timed out (per-PR total timeout or Claude Code session timeout).

workflow_error: workflow error (PR metadata fetch failure, worktree creation failure, patch generation failure, etc.).

fix.patch Complexity

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Language	Valid SWE Count	Avg fix.patch lines	Avg fix.patch hunks	Avg fix.patch files
C	9,715	336.48	17.94	5.85
C++	4,062	285.93	13.74	5.09
Go	8,272	210.17	12.54	4.33
Java	4,136	163.38	10.51	4.23
JavaScript	7,257	77.11	6.31	2.80
Python	5,115	152.57	11.08	3.86
Rust	5,587	226.49	13.19	4.10
TypeScript	6,569	156.29	9.55	4.11

Metric Definitions

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Difficulty score (difficulty_score)

Reads each valid task directory's solution/fix.patch, tests/, and instruction.md, scored statically with zero API calls by src/swegen/scoring.py.

The current formula uses log-scale continuous scoring to avoid mid-sized patches becoming hard too early. Weights: patch_scope 38%, logic_complexity 32%, context_breadth 15%, test_complexity 10%, instruction_complexity 5%.

Label thresholds: easy <= 4.0, medium <= 7.0, hard > 7.0.

Tag generation and display

tags are not computed live by the dashboard; they are generated by the LLM from PR information when swegen builds the task, and written to [metadata].tags in task.toml.

The prompt asks for tags in four parts: programming language, project layer/domain, framework/library or specific topic, and a domain-independent bug class (e.g. missing-fallback, incomplete-validation). The dashboard reads existing task.toml files, counts each language's tag occurrences and share, and treats the 4th tag as the bug class for the Bug-Class panels below.

fix.patch statistics

Patch stats come from each valid task's solution/fix.patch, filtering code files by language extension, consistent with the code-only stats in upload_march_swe_to_hf.py.

Avg fix.patch lines counts added/removed lines in code-file diffs; Avg fix.patch hunks counts @@ hunks; Avg fix.patch files counts the code files involved.

difficulty_label Distribution

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Language	easy / medium / hard	easy	medium	hard
C	869 / 6417 / 2421	869	6,417	2,421
C++	433 / 2524 / 1100	433	2,524	1,100
Go	668 / 5970 / 1628	668	5,970	1,628
Java	458 / 2678 / 996	458	2,678	996
JavaScript	1096 / 5376 / 784	1,096	5,376	784
Python	273 / 3282 / 1536	273	3,282	1,536
Rust	390 / 3307 / 1888	390	3,307	1,888
TypeScript	602 / 4852 / 1115	602	4,852	1,115

difficulty_score Overview

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Language	count	min	p25	median	mean	p75	max
C	9,707	2.4	4.9	6.0	5.97	7.0	9.2
C++	4,057	2.5	4.9	6.0	5.99	7.2	9.1
Go	8,266	2.6	4.9	5.8	5.85	6.8	9.1
Java	4,132	2.8	4.8	5.9	5.90	7.0	9.2
JavaScript	7,256	2.6	4.4	5.2	5.36	6.2	9.2
Python	5,091	2.6	5.2	6.2	6.22	7.3	9.1
Rust	5,585	2.7	5.2	6.3	6.26	7.4	9.0
TypeScript	6,569	2.7	4.7	5.6	5.71	6.6	9.2

Global Top Tags

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library23,576 (46.5%)

backend15,649 (30.9%)

cli6,844 (13.5%)

missing-feature3,540 (7.0%)

frontend3,132 (6.2%)

testing2,209 (4.4%)

http1,559 (3.1%)

react1,420 (2.8%)

incomplete-validation1,327 (2.6%)

framework1,240 (2.4%)

missing-implementation1,193 (2.4%)

missing-metadata-propagation934 (1.8%)

missing-fallback857 (1.7%)

kubernetes726 (1.4%)

async680 (1.3%)

wrong-default661 (1.3%)

embedded637 (1.3%)

networking617 (1.2%)

cpp595 (1.2%)

missing-validation557 (1.1%)

missing-functionality448 (0.9%)

missing-configuration416 (0.8%)

typescript398 (0.8%)

type-handling-inconsistency378 (0.7%)

parsing359 (0.7%)

eslint345 (0.7%)

graphql339 (0.7%)

race-condition329 (0.6%)

missing-configuration-option302 (0.6%)

postgresql299 (0.6%)

Per-Language Tag Distribution

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C c

library5,097 (52.5%)

backend2,512 (25.9%)

cli1,120 (11.5%)

missing-feature647 (6.7%)

embedded611 (6.3%)

cpp592 (6.1%)

testing416 (4.3%)

networking400 (4.1%)

framework294 (3.0%)

missing-implementation283 (2.9%)

incomplete-validation272 (2.8%)

ruby213 (2.2%)

postgresql212 (2.2%)

http202 (2.1%)

firmware183 (1.9%)

kernel177 (1.8%)

quic168 (1.7%)

missing-metadata-propagation150 (1.5%)

rust140 (1.4%)

missing-functionality133 (1.4%)

C++ cpp

library2,793 (68.8%)

backend741 (18.3%)

testing496 (12.2%)

cli359 (8.8%)

missing-feature268 (6.6%)

framework186 (4.6%)

missing-implementation144 (3.5%)

http129 (3.2%)

incomplete-validation119 (2.9%)

boost114 (2.8%)

async92 (2.3%)

parsing76 (1.9%)

qt65 (1.6%)

serialization55 (1.4%)

compiler54 (1.3%)

geometry51 (1.3%)

missing-fallback50 (1.2%)

networking49 (1.2%)

missing-metadata-propagation48 (1.2%)

formatting45 (1.1%)

Go go

backend4,350 (52.6%)

library2,069 (25.0%)

cli2,003 (24.2%)

missing-feature735 (8.9%)

kubernetes661 (8.0%)

http528 (6.4%)

incomplete-validation245 (3.0%)

testing228 (2.8%)

missing-metadata-propagation205 (2.5%)

missing-fallback178 (2.2%)

missing-implementation178 (2.2%)

docker134 (1.6%)

wrong-default133 (1.6%)

terraform123 (1.5%)

aws121 (1.5%)

grpc121 (1.5%)

missing-validation119 (1.4%)

prometheus110 (1.3%)

networking97 (1.2%)

database90 (1.1%)

Java java

backend2,010 (48.6%)

library1,865 (45.1%)

missing-feature228 (5.5%)

testing216 (5.2%)

spring160 (3.9%)

framework154 (3.7%)

aem147 (3.6%)

http142 (3.4%)

android127 (3.1%)

incomplete-validation98 (2.4%)

missing-metadata-propagation94 (2.3%)

missing-implementation83 (2.0%)

missing-configuration70 (1.7%)

cli69 (1.7%)

json67 (1.6%)

missing-null-check64 (1.5%)

wrong-default62 (1.5%)

maven61 (1.5%)

sling57 (1.4%)

kafka54 (1.3%)

JavaScript js

library3,913 (53.9%)

backend1,239 (17.1%)

frontend1,043 (14.4%)

cli859 (11.8%)

missing-feature496 (6.8%)

react354 (4.9%)

typescript334 (4.6%)

testing297 (4.1%)

eslint263 (3.6%)

incomplete-validation221 (3.0%)

framework200 (2.8%)

http183 (2.5%)

fastify149 (2.1%)

webpack148 (2.0%)

missing-fallback124 (1.7%)

missing-metadata-propagation113 (1.6%)

svelte106 (1.5%)

mongoose104 (1.4%)

nodejs104 (1.4%)

missing-implementation100 (1.4%)

Python py

library2,163 (42.5%)

backend2,122 (41.6%)

cli700 (13.7%)

missing-feature415 (8.1%)

fastapi207 (4.1%)

missing-implementation146 (2.9%)

django144 (2.8%)

testing116 (2.3%)

missing-fallback114 (2.2%)

pytorch108 (2.1%)

missing-metadata-propagation106 (2.1%)

async101 (2.0%)

incomplete-validation101 (2.0%)

ansible100 (2.0%)

framework100 (2.0%)

http94 (1.8%)

aws75 (1.5%)

aiohttp65 (1.3%)

missing-parameter63 (1.2%)

wrong-default61 (1.2%)

Rust rust

library3,130 (56.0%)

backend1,220 (21.8%)

cli1,136 (20.3%)

missing-feature411 (7.4%)

testing314 (5.6%)

async225 (4.0%)

http210 (3.8%)

missing-implementation162 (2.9%)

incomplete-validation133 (2.4%)

compiler120 (2.1%)

git119 (2.1%)

missing-metadata-propagation97 (1.7%)

macros93 (1.7%)

parsing92 (1.6%)

graphql81 (1.5%)

blockchain80 (1.4%)

substrate77 (1.4%)

serde73 (1.3%)

missing-fallback71 (1.3%)

sql65 (1.2%)

TypeScript ts

library2,546 (38.8%)

frontend1,812 (27.6%)

backend1,455 (22.1%)

react1,058 (16.1%)

cli598 (9.1%)

missing-feature340 (5.2%)

angular203 (3.1%)

graphql163 (2.5%)

framework156 (2.4%)

missing-fallback145 (2.2%)

electron140 (2.1%)

javascript140 (2.1%)

incomplete-validation138 (2.1%)

fullstack129 (2.0%)

testing126 (1.9%)

missing-metadata-propagation121 (1.8%)

wrong-default119 (1.8%)

vue101 (1.5%)

missing-implementation97 (1.5%)

nextjs85 (1.3%)

Global Top Bug Classes

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Bug class is the 4th tag in task.toml -> [metadata].tags: a domain-independent label describing the defect mechanism (e.g. missing-fallback, incomplete-validation, off-by-one-error). Generated by the LLM during swegen create and backfilled into legacy 3-tag tasks via swegen backfill-tags.

missing-feature3,540 (7.0%)

incomplete-validation1,327 (2.6%)

missing-implementation1,193 (2.4%)

missing-metadata-propagation934 (1.8%)

missing-fallback857 (1.7%)

wrong-default661 (1.3%)

missing-validation557 (1.1%)

missing-functionality448 (0.9%)

missing-configuration416 (0.8%)

type-handling-inconsistency378 (0.7%)

race-condition329 (0.6%)

missing-configuration-option302 (0.6%)

missing-method282 (0.6%)

missing-api234 (0.5%)

missing-null-check226 (0.4%)

missing-type-support206 (0.4%)

missing-parameter183 (0.4%)

missing-error-handling178 (0.4%)

missing-initialization174 (0.3%)

missing-cleanup166 (0.3%)

missing-field137 (0.3%)

missing-error-propagation131 (0.3%)

missing-context-propagation126 (0.2%)

missing-bounds-check125 (0.2%)

missing-format-support109 (0.2%)

missing-function108 (0.2%)

off-by-one107 (0.2%)

missing-cli-option107 (0.2%)

missing-input-validation105 (0.2%)

missing-configuration-propagation102 (0.2%)

Per-Language Bug-Class Distribution

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Top bug classes per mainstream language. Counts are over tasks whose task.toml already carries a 4-tag entry; tasks still on the legacy 3-tag schema do not contribute until the backfill catches up.

C c9,715 tagged

missing-feature647 (6.7%)

missing-implementation283 (2.9%)

incomplete-validation272 (2.8%)

missing-metadata-propagation150 (1.5%)

missing-functionality133 (1.4%)

missing-fallback127 (1.3%)

missing-api108 (1.1%)

missing-validation108 (1.1%)

wrong-default97 (1.0%)

missing-initialization80 (0.8%)

race-condition74 (0.8%)

missing-configuration68 (0.7%)

missing-bounds-check55 (0.6%)

missing-null-check52 (0.5%)

memory-leak49 (0.5%)

C++ cpp4,060 tagged

missing-feature268 (6.6%)

missing-implementation144 (3.5%)

incomplete-validation119 (2.9%)

missing-fallback50 (1.2%)

missing-metadata-propagation48 (1.2%)

type-handling-inconsistency40 (1.0%)

missing-functionality38 (0.9%)

missing-api37 (0.9%)

wrong-default36 (0.9%)

missing-validation35 (0.9%)

missing-type-support29 (0.7%)

race-condition25 (0.6%)

missing-configuration20 (0.5%)

missing-method17 (0.4%)

missing-bounds-check16 (0.4%)

Go go8,266 tagged

missing-feature735 (8.9%)

incomplete-validation245 (3.0%)

missing-metadata-propagation205 (2.5%)

missing-fallback178 (2.2%)

missing-implementation178 (2.2%)

wrong-default133 (1.6%)

missing-validation119 (1.4%)

race-condition83 (1.0%)

missing-configuration81 (1.0%)

missing-functionality77 (0.9%)

missing-configuration-option69 (0.8%)

missing-field61 (0.7%)

type-handling-inconsistency60 (0.7%)

missing-nil-check54 (0.7%)

missing-method41 (0.5%)

Java java4,133 tagged

missing-feature228 (5.5%)

incomplete-validation98 (2.4%)

missing-metadata-propagation94 (2.3%)

missing-implementation83 (2.0%)

missing-configuration70 (1.7%)

missing-null-check64 (1.5%)

wrong-default62 (1.5%)

missing-fallback48 (1.2%)

missing-validation43 (1.0%)

type-handling-inconsistency42 (1.0%)

race-condition39 (0.9%)

missing-method33 (0.8%)

missing-configuration-option24 (0.6%)

missing-functionality21 (0.5%)

missing-type-support19 (0.5%)

JavaScript js7,257 tagged

missing-feature496 (6.8%)

incomplete-validation221 (3.0%)

missing-fallback124 (1.7%)

missing-metadata-propagation113 (1.6%)

missing-implementation100 (1.4%)

wrong-default93 (1.3%)

missing-validation82 (1.1%)

missing-configuration-option71 (1.0%)

missing-method63 (0.9%)

type-handling-inconsistency58 (0.8%)

missing-functionality52 (0.7%)

missing-configuration47 (0.6%)

missing-null-check46 (0.6%)

missing-error-handling40 (0.6%)

missing-option40 (0.6%)

Python py5,095 tagged

missing-feature415 (8.1%)

missing-implementation146 (2.9%)

missing-fallback114 (2.2%)

missing-metadata-propagation106 (2.1%)

incomplete-validation101 (2.0%)

missing-parameter63 (1.2%)

wrong-default61 (1.2%)

missing-validation55 (1.1%)

type-handling-inconsistency53 (1.0%)

missing-functionality50 (1.0%)

missing-configuration45 (0.9%)

missing-error-handling31 (0.6%)

missing-method29 (0.6%)

missing-configuration-option24 (0.5%)

missing-type-support24 (0.5%)

Rust rust5,585 tagged

missing-feature411 (7.4%)

missing-implementation162 (2.9%)

incomplete-validation133 (2.4%)

missing-metadata-propagation97 (1.7%)

missing-fallback71 (1.3%)

wrong-default60 (1.1%)

missing-validation59 (1.1%)

missing-functionality52 (0.9%)

missing-method49 (0.9%)

missing-type-support49 (0.9%)

missing-configuration38 (0.7%)

missing-api37 (0.7%)

missing-syntax-support31 (0.6%)

type-handling-inconsistency26 (0.5%)

missing-cli-option24 (0.4%)

TypeScript ts6,569 tagged

missing-feature340 (5.2%)

missing-fallback145 (2.2%)

incomplete-validation138 (2.1%)

missing-metadata-propagation121 (1.8%)

wrong-default119 (1.8%)

missing-implementation97 (1.5%)

type-handling-inconsistency58 (0.9%)

missing-validation56 (0.9%)

race-condition48 (0.7%)

missing-configuration47 (0.7%)

missing-configuration-option42 (0.6%)

missing-method38 (0.6%)

missing-null-check27 (0.4%)

missing-prop27 (0.4%)

missing-functionality25 (0.4%)