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

589,527

23,811 unique repos · 1h 0 / 24h +4

Total valid SWE

50,530

9,942 unique repos · 1h +2 / 24h +132

Overall success rate

9.3%

Valid SWE / processed 541,158

Mean difficulty_score

5.88

median 5.8, count 50,480

Language Progress

Language	PRs collected	Last 24h	Valid SWE	Last 1h	Last 24h	Processed	Success rate
Cc	32,357	0	9,715	0	0	32,357	30.0%
C++cpp	48,175	0	4,058	0	+5	30,021	13.5%
Gogo	132,106	+2	8,229	+1	+33	104,662	7.9%
Javajava	89,032	0	4,104	0	+23	88,917	4.6%
JavaScriptjs	39,682	0	7,234	0	+14	39,682	18.2%
Pythonpy	105,779	+2	5,096	0	+9	105,678	4.8%
Rustrust	71,903	0	5,560	0	+19	71,863	7.7%
TypeScriptts	70,493	0	6,534	+1	+29	67,978	9.6%

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	18,554	3,480	826	1	65	2
C++	30,021	4,058	25,963	6,889	4,868	15,486	159	546	266
Go	104,662	8,229	96,433	29,554	16,269	47,685	1,555	1,063	297
Java	88,917	4,104	84,813	24,536	9,078	41,295	1,147	7,566	1,601
JavaScript	39,682	7,234	32,448	17,094	4,015	12,144	327	250	0
Python	105,678	5,096	100,582	38,996	12,572	49,368	874	374	120
Rust	71,863	5,560	66,303	22,692	8,534	32,353	1,140	1,012	1,233
TypeScript	67,978	6,534	61,444	20,528	11,841	26,773	1,764	855	10

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++	4,058	286.16	13.75	5.09
Go	8,229	210.96	12.57	4.33
Java	4,104	163.46	10.50	4.22
JavaScript	7,234	77.10	6.29	2.80
Python	5,096	152.49	11.07	3.85
Rust	5,560	224.92	13.15	4.09
TypeScript	6,534	156.78	9.57	4.12

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 / 2520 / 1100	433	2,520	1,100
Go	660 / 5940 / 1623	660	5,940	1,623
Java	454 / 2657 / 989	454	2,657	989
JavaScript	1096 / 5356 / 781	1,096	5,356	781
Python	273 / 3270 / 1529	273	3,270	1,529
Rust	387 / 3296 / 1875	387	3,296	1,875
TypeScript	594 / 4830 / 1110	594	4,830	1,110

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++	4,053	2.5	4.9	6.0	5.99	7.2	9.1
Go	8,223	2.6	4.9	5.8	5.86	6.8	9.1
Java	4,100	2.8	4.8	5.9	5.90	7.0	9.2
JavaScript	7,233	2.6	4.4	5.2	5.36	6.2	9.2
Python	5,072	2.6	5.2	6.2	6.22	7.3	9.1
Rust	5,558	2.7	5.2	6.3	6.26	7.4	9.0
TypeScript	6,534	2.7	4.7	5.6	5.72	6.6	9.2

Global Top Tags

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library23,503 (46.5%)

backend15,571 (30.8%)

cli6,831 (13.5%)

missing-feature3,530 (7.0%)

frontend3,115 (6.2%)

testing2,203 (4.4%)

http1,553 (3.1%)

react1,412 (2.8%)

incomplete-validation1,321 (2.6%)

framework1,237 (2.4%)

missing-implementation1,191 (2.4%)

missing-metadata-propagation932 (1.8%)

missing-fallback855 (1.7%)

kubernetes720 (1.4%)

async679 (1.3%)

wrong-default658 (1.3%)

embedded637 (1.3%)

networking617 (1.2%)

cpp595 (1.2%)

missing-validation555 (1.1%)

missing-functionality446 (0.9%)

missing-configuration411 (0.8%)

typescript396 (0.8%)

type-handling-inconsistency376 (0.7%)

parsing359 (0.7%)

eslint344 (0.7%)

graphql339 (0.7%)

race-condition329 (0.7%)

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

library2,791 (68.8%)

backend739 (18.2%)

testing496 (12.2%)

cli359 (8.9%)

missing-feature268 (6.6%)

framework186 (4.6%)

missing-implementation144 (3.6%)

http129 (3.2%)

incomplete-validation119 (2.9%)

boost114 (2.8%)

async92 (2.3%)

parsing76 (1.9%)

qt64 (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

backend4,318 (52.5%)

library2,064 (25.1%)

cli1,996 (24.3%)

missing-feature734 (8.9%)

kubernetes656 (8.0%)

http525 (6.4%)

incomplete-validation244 (3.0%)

testing226 (2.7%)

missing-metadata-propagation204 (2.5%)

missing-implementation178 (2.2%)

missing-fallback176 (2.1%)

docker134 (1.6%)

wrong-default132 (1.6%)

terraform122 (1.5%)

grpc121 (1.5%)

aws120 (1.5%)

missing-validation118 (1.4%)

prometheus108 (1.3%)

networking97 (1.2%)

database90 (1.1%)

Java java

backend1,992 (48.6%)

library1,853 (45.2%)

missing-feature226 (5.5%)

testing215 (5.2%)

spring160 (3.9%)

framework154 (3.8%)

aem147 (3.6%)

http140 (3.4%)

android124 (3.0%)

incomplete-validation96 (2.3%)

missing-metadata-propagation94 (2.3%)

missing-implementation83 (2.0%)

cli67 (1.6%)

json67 (1.6%)

missing-configuration67 (1.6%)

missing-null-check64 (1.6%)

wrong-default62 (1.5%)

maven61 (1.5%)

sling57 (1.4%)

kafka54 (1.3%)

JavaScript js

library3,901 (53.9%)

backend1,238 (17.1%)

frontend1,035 (14.3%)

cli859 (11.9%)

missing-feature496 (6.9%)

react354 (4.9%)

typescript332 (4.6%)

testing297 (4.1%)

eslint263 (3.6%)

incomplete-validation220 (3.0%)

framework200 (2.8%)

http183 (2.5%)

fastify148 (2.0%)

webpack147 (2.0%)

missing-fallback124 (1.7%)

missing-metadata-propagation113 (1.6%)

mongoose104 (1.4%)

nodejs104 (1.4%)

svelte104 (1.4%)

missing-implementation100 (1.4%)

Python py

library2,154 (42.4%)

backend2,113 (41.6%)

cli700 (13.8%)

missing-feature410 (8.1%)

fastapi206 (4.1%)

missing-implementation145 (2.9%)

django143 (2.8%)

testing116 (2.3%)

missing-fallback114 (2.2%)

pytorch107 (2.1%)

missing-metadata-propagation106 (2.1%)

async101 (2.0%)

incomplete-validation101 (2.0%)

ansible100 (2.0%)

framework99 (2.0%)

http94 (1.9%)

aws74 (1.5%)

aiohttp65 (1.3%)

missing-parameter63 (1.2%)

pydantic60 (1.2%)

Rust rust

library3,115 (56.0%)

backend1,210 (21.8%)

cli1,133 (20.4%)

missing-feature409 (7.4%)

testing312 (5.6%)

async224 (4.0%)

http209 (3.8%)

missing-implementation161 (2.9%)

incomplete-validation132 (2.4%)

compiler120 (2.2%)

git118 (2.1%)

missing-metadata-propagation97 (1.7%)

macros93 (1.7%)

parsing92 (1.7%)

graphql81 (1.5%)

blockchain79 (1.4%)

substrate77 (1.4%)

serde73 (1.3%)

missing-fallback71 (1.3%)

sql65 (1.2%)

TypeScript ts

library2,528 (38.7%)

frontend1,804 (27.6%)

backend1,449 (22.2%)

react1,050 (16.1%)

cli597 (9.1%)

missing-feature340 (5.2%)

angular203 (3.1%)

graphql163 (2.5%)

framework155 (2.4%)

missing-fallback145 (2.2%)

javascript140 (2.1%)

electron139 (2.1%)

incomplete-validation137 (2.1%)

fullstack128 (2.0%)

testing125 (1.9%)

missing-metadata-propagation120 (1.8%)

wrong-default119 (1.8%)

vue100 (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-feature3,530 (7.0%)

incomplete-validation1,321 (2.6%)

missing-implementation1,191 (2.4%)

missing-metadata-propagation932 (1.8%)

missing-fallback855 (1.7%)

wrong-default658 (1.3%)

missing-validation555 (1.1%)

missing-functionality446 (0.9%)

missing-configuration411 (0.8%)

type-handling-inconsistency376 (0.7%)

race-condition329 (0.7%)

missing-configuration-option302 (0.6%)

missing-method280 (0.6%)

missing-api234 (0.5%)

missing-null-check226 (0.4%)

missing-type-support205 (0.4%)

missing-parameter183 (0.4%)

missing-error-handling178 (0.4%)

missing-initialization174 (0.3%)

missing-cleanup165 (0.3%)

missing-field136 (0.3%)

missing-error-propagation130 (0.3%)

missing-context-propagation126 (0.2%)

missing-bounds-check125 (0.2%)

missing-format-support108 (0.2%)

missing-function107 (0.2%)

missing-cli-option107 (0.2%)

off-by-one106 (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++ cpp4,056 tagged

missing-feature268 (6.6%)

missing-implementation144 (3.6%)

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 go8,223 tagged

missing-feature734 (8.9%)

incomplete-validation244 (3.0%)

missing-metadata-propagation204 (2.5%)

missing-implementation178 (2.2%)

missing-fallback176 (2.1%)

wrong-default132 (1.6%)

missing-validation118 (1.4%)

race-condition83 (1.0%)

missing-configuration81 (1.0%)

missing-functionality76 (0.9%)

missing-configuration-option69 (0.8%)

missing-field60 (0.7%)

type-handling-inconsistency60 (0.7%)

missing-nil-check53 (0.6%)

missing-method41 (0.5%)

Java java4,101 tagged

missing-feature226 (5.5%)

incomplete-validation96 (2.3%)

missing-metadata-propagation94 (2.3%)

missing-implementation83 (2.0%)

missing-configuration67 (1.6%)

missing-null-check64 (1.6%)

wrong-default62 (1.5%)

missing-fallback48 (1.2%)

missing-validation42 (1.0%)

type-handling-inconsistency42 (1.0%)

race-condition39 (1.0%)

missing-method33 (0.8%)

missing-configuration-option24 (0.6%)

missing-functionality21 (0.5%)

missing-type-support19 (0.5%)

JavaScript js7,234 tagged

missing-feature496 (6.9%)

incomplete-validation220 (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-method61 (0.8%)

type-handling-inconsistency57 (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 py5,076 tagged

missing-feature410 (8.1%)

missing-implementation145 (2.9%)

missing-fallback114 (2.2%)

missing-metadata-propagation106 (2.1%)

incomplete-validation101 (2.0%)

missing-parameter63 (1.2%)

wrong-default60 (1.2%)

missing-validation55 (1.1%)

type-handling-inconsistency53 (1.0%)

missing-functionality50 (1.0%)

missing-configuration44 (0.9%)

missing-error-handling31 (0.6%)

missing-method29 (0.6%)

missing-configuration-option24 (0.5%)

missing-type-support23 (0.5%)

Rust rust5,558 tagged

missing-feature409 (7.4%)

missing-implementation161 (2.9%)

incomplete-validation132 (2.4%)

missing-metadata-propagation97 (1.7%)

missing-fallback71 (1.3%)

missing-validation59 (1.1%)

wrong-default59 (1.1%)

missing-functionality51 (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 ts6,534 tagged

missing-feature340 (5.2%)

missing-fallback145 (2.2%)

incomplete-validation137 (2.1%)

missing-metadata-propagation120 (1.8%)

wrong-default119 (1.8%)

missing-implementation97 (1.5%)

type-handling-inconsistency57 (0.9%)

missing-validation56 (0.9%)

race-condition48 (0.7%)

missing-configuration46 (0.7%)

missing-configuration-option42 (0.6%)

missing-method38 (0.6%)

missing-null-check27 (0.4%)

missing-prop27 (0.4%)

missing-functionality25 (0.4%)