Dataset Viewer
Auto-converted to Parquet Duplicate
id
stringlengths
7
7
subreddit
stringclasses
3 values
link_id
stringlengths
7
7
parent_id
stringlengths
7
7
depth
int16
0
15
author
stringlengths
0
25
created_utc
int64
1.78B
1.79B
body
stringlengths
0
9.14k
score
int32
-227
1.19k
is_submitter
bool
2 classes
permalink
stringlengths
46
119
crawled_at
int64
1.79B
1.79B
batch_id
stringclasses
1 value
ooyzd5v
LocalLLaMA
1tszlsa
1tszlsa
0
jake_that_dude
1,780,246,233
this is the right shape for routing. the useful extra column would be tokens_to_answer split into thinking vs visible output. tok/s made Qwen look faster, but 14811 vs 7386 tokens explains the wall clock. i would route strict JSON and batch jobs to Qwen, then send interactive chat to Gemma unless the prompt really need...
2
null
/r/LocalLLaMA/comments/1tszlsa/qwen3635b_vs_gemma426b_on_7900_xtx/ooyzd5v/
1,789,195,845
batch-priority-2026-summer
ooyzspj
LocalLLaMA
1tszlsa
1tszlsa
0
10F1
1,780,246,355
You didn't include how you ran them and what settings.
4
null
/r/LocalLLaMA/comments/1tszlsa/qwen3635b_vs_gemma426b_on_7900_xtx/ooyzspj/
1,789,195,845
batch-priority-2026-summer
ooz0vz4
LocalLLaMA
1tszlsa
1tszlsa
0
DrBearJ3w
1,780,246,665
Honestly,I prefer 35B with thinking off. It runs much faster for research/general tasks. The prefill speed far nore outweighs a "3b" model thinking. For some serious tasks there is 27b.
5
null
/r/LocalLLaMA/comments/1tszlsa/qwen3635b_vs_gemma426b_on_7900_xtx/ooz0vz4/
1,789,195,845
batch-priority-2026-summer
ooz1lm7
LocalLLaMA
1tszlsa
1tszlsa
0
pmttyji
1,780,246,865
Can you include full llama.cpp commands you tried for both models?
2
null
/r/LocalLLaMA/comments/1tszlsa/qwen3635b_vs_gemma426b_on_7900_xtx/ooz1lm7/
1,789,195,845
batch-priority-2026-summer
ooz5fa9
LocalLLaMA
1tszlsa
1tszlsa
0
Jipok_
1,780,247,940
Why disabled flash attention? Try disabling cache compression in gemma. It's not as large as in qwen, and you should be able to fit it into memory and achieve higher performance.
10
null
/r/LocalLLaMA/comments/1tszlsa/qwen3635b_vs_gemma426b_on_7900_xtx/ooz5fa9/
1,789,195,845
batch-priority-2026-summer
oozd8ux
LocalLLaMA
1tszlsa
1tszlsa
0
geldonyetich
1,780,250,109
I really don't like Gemma4:26B. It benchmarks alright but it's surprisingly prone to losing track of detail and even stroking out in practice. Gemma4:31B, on the other hand, is the closest thing I have gotten to running a frontier model locally. Surely there's smarter ones, but not without significantly increasing th...
5
null
/r/LocalLLaMA/comments/1tszlsa/qwen3635b_vs_gemma426b_on_7900_xtx/oozd8ux/
1,789,195,845
batch-priority-2026-summer
ooznq23
LocalLLaMA
1tszlsa
1tszlsa
0
nickm_27
1,780,253,037
You’re leaving a lot of performance on the table. Gemma4 26B-A4B with llama.cpp on Vulkan with my 7900XTX gets 120 tok/s https://github.com/NickM-27/VoiceAssistant/blob/main/configs/robot.ini
3
null
/r/LocalLLaMA/comments/1tszlsa/qwen3635b_vs_gemma426b_on_7900_xtx/ooznq23/
1,789,195,845
batch-priority-2026-summer
oozt1x9
LocalLLaMA
1tszlsa
1tszlsa
0
FinalCap2680
1,780,254,553
Thank you for the testing! But IQ4\_XS-Q8nextn hybrid MTP is not exactly UD-Q4\_K\_XL with no MTP and will affect quality of the models.
1
null
/r/LocalLLaMA/comments/1tszlsa/qwen3635b_vs_gemma426b_on_7900_xtx/oozt1x9/
1,789,195,845
batch-priority-2026-summer
op0skvv
LocalLLaMA
1tszlsa
1tszlsa
0
fabyao
1,780,265,192
You should get better performance with Vulkan. I have the 7900XT Rocm 7.2.3 has been poor
1
null
/r/LocalLLaMA/comments/1tszlsa/qwen3635b_vs_gemma426b_on_7900_xtx/op0skvv/
1,789,195,845
batch-priority-2026-summer
op1tucz
LocalLLaMA
1tszlsa
1tszlsa
0
peppernickel
1,780,278,441
I have a 24GB VRAM system with two RX 6700 XT running Gemma 4 26B with just a 3-14 second response time on a Nous Hermes agent on ROCm 7.1.1. Qwen3.6 35B needs a bit more VRAM for at least 64k context for the agent but MTP may help with that.
1
null
/r/LocalLLaMA/comments/1tszlsa/qwen3635b_vs_gemma426b_on_7900_xtx/op1tucz/
1,789,195,845
batch-priority-2026-summer
op1x4k4
LocalLLaMA
1tszlsa
1tszlsa
0
WSTangoDelta
1,780,279,673
any spillover? on a 7900 things might be a little tight. I have a 9700 and running 35B-Q6KL I am up to 27.7GB in VRAM.
1
null
/r/LocalLLaMA/comments/1tszlsa/qwen3635b_vs_gemma426b_on_7900_xtx/op1x4k4/
1,789,195,845
batch-priority-2026-summer
op22igf
LocalLLaMA
1tszlsa
ooz5fa9
1
IvGranite
1,780,281,718
There was a bug in rocm/hip flash attention at long context lengths that would cause crashes. At least there was, not sure if it's been fixed or not. I'll have to retry
1
null
/r/LocalLLaMA/comments/1tszlsa/qwen3635b_vs_gemma426b_on_7900_xtx/op22igf/
1,789,195,845
batch-priority-2026-summer
op22oi6
LocalLLaMA
1tszlsa
op1x4k4
1
IvGranite
1,780,281,782
No spillover! All vram, otherwise those numbers plummet
1
null
/r/LocalLLaMA/comments/1tszlsa/qwen3635b_vs_gemma426b_on_7900_xtx/op22oi6/
1,789,195,845
batch-priority-2026-summer
op2cevg
LocalLLaMA
1tszlsa
op22igf
2
Jorlen
1,780,285,722
Only if you quantize KV cache. I know because I went through this with ROCm, pulling my hair out trying to figure out the issue. I've since moved to vulkan, and honestly for my setup it's been mostly problem-free. ROCm is a fucking nightmare. For example, with ROCm I cannot use my two GPUs together, on top of other...
4
null
/r/LocalLLaMA/comments/1tszlsa/qwen3635b_vs_gemma426b_on_7900_xtx/op2cevg/
1,789,195,845
batch-priority-2026-summer
op2mlou
LocalLLaMA
1tszlsa
1tszlsa
0
ElSrJuez
1,780,290,188
Whats the inference engine, setup? Sorry if I missed it.
1
null
/r/LocalLLaMA/comments/1tszlsa/qwen3635b_vs_gemma426b_on_7900_xtx/op2mlou/
1,789,195,845
batch-priority-2026-summer
op3rbzx
LocalLLaMA
1tszlsa
1tszlsa
0
Old-Cardiologist-633
1,780,310,895
Did you try Qwen without MTP too? It may befaster than with MTP, as for 3B MTP is slower in many cases.
1
null
/r/LocalLLaMA/comments/1tszlsa/qwen3635b_vs_gemma426b_on_7900_xtx/op3rbzx/
1,789,195,845
batch-priority-2026-summer
op6yclz
LocalLLaMA
1tszlsa
1tszlsa
0
Southern_Sun_2106
1,780,345,676
The 26B hallucinates while qwen never did. I cannot trust Gemma tbh.
0
null
/r/LocalLLaMA/comments/1tszlsa/qwen3635b_vs_gemma426b_on_7900_xtx/op6yclz/
1,789,195,845
batch-priority-2026-summer
op87ze6
LocalLLaMA
1tszlsa
op6yclz
1
Glittering-Call8746
1,780,359,931
Which quant ?
1
null
/r/LocalLLaMA/comments/1tszlsa/qwen3635b_vs_gemma426b_on_7900_xtx/op87ze6/
1,789,195,845
batch-priority-2026-summer
op9h3dl
LocalLLaMA
1tszlsa
ooznq23
1
p_235615
1,780,377,401
didnt tested gemma4 for voice, but for english or even many other common languages whisper-large-v3-turbo works really well with much much smaller VRAM footprint compared to gemma.
1
null
/r/LocalLLaMA/comments/1tszlsa/qwen3635b_vs_gemma426b_on_7900_xtx/op9h3dl/
1,789,195,845
batch-priority-2026-summer
opaqdb5
LocalLLaMA
1tszlsa
op9h3dl
2
nickm_27
1,780,399,389
Whisper is pretty awful in my experience, stopped using it long ago. Both parakeet and Gemma have been better. But actually I need to update that as now I'm running Qwen3ASR
1
null
/r/LocalLLaMA/comments/1tszlsa/qwen3635b_vs_gemma426b_on_7900_xtx/opaqdb5/
1,789,195,845
batch-priority-2026-summer
ooz25o7
LocalLLaMA
1tt0xns
1tt0xns
0
AutoModerator
1,780,247,018
Hello! Your post was removed as you do not have sufficient karma on r/LocalLLaMa. We are doing this in response to the large volume of spam we are unfortunately experiencing. Please participate in the sub (through comments), gain the minimum of 5 karma and then re-post *I am a bot, and this action was performed automa...
1
null
/r/LocalLLaMA/comments/1tt0xns/deleted_by_user/ooz25o7/
1,789,195,129
batch-priority-2026-summer
ooz5dys
LocalLLaMA
1tt1c3t
1tt1c3t
0
AutoModerator
1,780,247,929
Hello! Your post was removed as you do not have sufficient karma on r/LocalLLaMa. We are doing this in response to the large volume of spam we are unfortunately experiencing. Please participate in the sub (through comments), gain the minimum of 5 karma and then re-post *I am a bot, and this action was performed automa...
1
null
/r/LocalLLaMA/comments/1tt1c3t/i_built_a_free_100_offline_alternative_to/ooz5dys/
1,789,195,121
batch-priority-2026-summer
oozavbk
LocalLLaMA
1tt20vp
1tt20vp
0
AutoModerator
1,780,249,452
Hello! Your post was removed as you do not have sufficient karma on r/LocalLLaMa. We are doing this in response to the large volume of spam we are unfortunately experiencing. Please participate in the sub (through comments), gain the minimum of 5 karma and then re-post *I am a bot, and this action was performed automa...
1
null
null
1,789,195,124
batch-priority-2026-summer
op0gxeo
LocalLLaMA
1tt4pag
1tt4pag
0
m94301
1,780,261,585
Just made a quick patch to 0.2.1 to hide model names that have been deleted but to retain their config in case they ever come back!
2
true
/r/LocalLLaMA/comments/1tt4pag/llama_studio_v020/op0gxeo/
1,789,195,129
batch-priority-2026-summer
op20ns2
LocalLLaMA
1tt4pag
1tt4pag
0
previaegg
1,780,281,011
Hi there! Please forgive the newb question. I'm pretty new to this. Does this run on top of Ollama running locally?
4
false
/r/LocalLLaMA/comments/1tt4pag/llama_studio_v020/op20ns2/
1,789,195,129
batch-priority-2026-summer
op24buo
LocalLLaMA
1tt4pag
op20ns2
1
m94301
1,780,282,418
It is a WebUI for running llama-server, the server tool in the OG llama.cpp toolset. Ollama is another type of wrapper around the core llama.cpp. I use llama.cpp directly because I run special builds for my hardware and also to try out new beta features like the recent MTP and tensor parallel. Plus, llama-server ju...
4
true
/r/LocalLLaMA/comments/1tt4pag/llama_studio_v020/op24buo/
1,789,195,129
batch-priority-2026-summer
op26s3y
LocalLLaMA
1tt4pag
op24buo
2
previaegg
1,780,283,388
I appreciate the explanation. It looks awesome. If I pivot to llama.cpp I'll give it a go!
2
false
/r/LocalLLaMA/comments/1tt4pag/llama_studio_v020/op26s3y/
1,789,195,129
batch-priority-2026-summer
op4i8zh
LocalLLaMA
1tt4pag
1tt4pag
0
Fragrant-Purple504
1,780,320,635
I've been using a bash script to do something similar (hardcoding params and overwriting based on external script calls) My main "feature" or reason for wanting to do this was based on the need to mount a large enough tmpfs and have the script copy model files from my NAS into the tmpfs and load it from there, avoidin...
1
false
/r/LocalLLaMA/comments/1tt4pag/llama_studio_v020/op4i8zh/
1,789,195,129
batch-priority-2026-summer
op501hg
LocalLLaMA
1tt4pag
op4i8zh
1
m94301
1,780,325,799
That's a really nice idea. So currently there would be no problem in setting the model scan dir to the tmpfs, just point it in config and it will pick up what is there. If models disappear their launch script will be retained but not shown in the list. If they ever come back, the launch script will reappear. That's...
1
true
/r/LocalLLaMA/comments/1tt4pag/llama_studio_v020/op501hg/
1,789,195,129
batch-priority-2026-summer
op06hm8
LocalLLaMA
1tt600s
1tt600s
0
dedSEKTR
1,780,258,499
Motivation behind using ReLU instead of GeLU?
1
null
/r/LocalLLaMA/comments/1tt600s/comment/op06hm8/
1,789,195,126
batch-priority-2026-summer
op06hp0
LocalLLaMA
1tt600s
1tt600s
0
MendozaHolmes
1,780,258,500
Reddit post generated by AI and the post image is a screenshot of a powerpoint slide generated by an AI time to leave this sub
7
null
/r/LocalLLaMA/comments/1tt600s/comment/op06hp0/
1,789,195,126
batch-priority-2026-summer
op07d28
LocalLLaMA
1tt600s
op06hp0
1
tevlon
1,780,258,755
i can gurantee you, the text is me. 100%. tired of witchhunting. .. my last post was literelly me giving 0 effort in the post and speaking like a caveman: 50 likes. This time i spent time into formatting and writing a full report. I SWEAR i typed this myself and people accuse me of "AI". The Image: Yes, it's ai. It's j...
1
null
/r/LocalLLaMA/comments/1tt600s/comment/op07d28/
1,789,195,126
batch-priority-2026-summer
op08c51
LocalLLaMA
1tt600s
op06hm8
1
tevlon
1,780,259,043
On throughput-bound or hardware-constrained settings, ReLU's cheapness is a real win, and the quality gap is often small. This matters on exactly the kind of constrained hardware.
2
null
/r/LocalLLaMA/comments/1tt600s/comment/op08c51/
1,789,195,126
batch-priority-2026-summer
op08k9n
LocalLLaMA
1tt600s
op06hp0
1
[deleted]
1,780,259,109
[deleted]
0
null
/r/LocalLLaMA/comments/1tt600s/comment/op08k9n/
1,789,195,126
batch-priority-2026-summer
op08rpb
LocalLLaMA
1tt600s
1tt600s
0
BannedGoNext
1,780,259,171
That was actually a written or mostly hand written post. I'm surprised you can't quickly see the difference. The project and image was admitted by the op to be llm driven.
0
null
/r/LocalLLaMA/comments/1tt600s/comment/op08rpb/
1,789,195,131
batch-priority-2026-summer
op0adhy
LocalLLaMA
1tt600s
1tt600s
0
VoiceApprehensive893
1,780,259,642
holy slop
5
null
/r/LocalLLaMA/comments/1tt600s/comment/op0adhy/
1,789,195,126
batch-priority-2026-summer
op0almk
LocalLLaMA
1tt600s
1tt600s
0
Relevant-Yak-9657
1,780,259,710
Yeah, but dying neurons can greatly affect your performance. You sure that GeLU was a major blocking factor and needed to be removed? Heck even leaky_relu might have been better than ordinary relu.
1
null
/r/LocalLLaMA/comments/1tt600s/comment/op0almk/
1,789,195,147
batch-priority-2026-summer
op0bnzf
LocalLLaMA
1tt600s
op0almk
1
tevlon
1,780,260,028
honestly, i didn't put much though into it. The good thing is: it runs locally. I can just train for another hour and let the facts speak. You might be right. Let's check. This is the reason, why i posted. There is so much potential to squeeze every inch of performance with the community
1
null
/r/LocalLLaMA/comments/1tt600s/comment/op0bnzf/
1,789,195,141
batch-priority-2026-summer
op0bqs6
LocalLLaMA
1tt600s
1tt600s
0
entsnack
1,780,260,052
Thanks GPT!
3
null
/r/LocalLLaMA/comments/1tt600s/comment/op0bqs6/
1,789,195,126
batch-priority-2026-summer
op15uln
LocalLLaMA
1tt600s
op08rpb
1
MendozaHolmes
1,780,269,670
buddy have you seen his response, dude can barely type english https://www.reddit.com/r/LocalLLaMA/comments/1tt600s/comment/op07d28/?utm_source=share&utm_medium=web3x&utm_name=web3xcss&utm_term=1&utm_content=share_button high doubt on him writing much here
1
null
/r/LocalLLaMA/comments/1tt600s/comment/op15uln/
1,789,195,126
batch-priority-2026-summer
op15v6u
LocalLLaMA
1tt600s
op08k9n
2
MendozaHolmes
1,780,269,676
tru that, time to rejoin
2
null
/r/LocalLLaMA/comments/1tt600s/comment/op15v6u/
1,789,195,126
batch-priority-2026-summer
op0e4i1
LocalLLaMA
1tt746g
1tt746g
0
AutoModerator
1,780,260,753
Hello! Your post was removed as you do not have sufficient karma on r/LocalLLaMa. We are doing this in response to the large volume of spam we are unfortunately experiencing. Please participate in the sub (through comments), gain the minimum of 5 karma and then re-post *I am a bot, and this action was performed automa...
1
null
null
1,789,195,124
batch-priority-2026-summer
op0ia64
LocalLLaMA
1tt7cgr
1tt7cgr
0
ttkciar
1,780,261,988
Violates Rule Two: Off-topic posts Violates Rule Four: Self-promotion
1
false
/r/LocalLLaMA/comments/1tt7cgr/how_to_move_90_of_your_coding_to_deepseek_at_25/op0ia64/
1,789,195,128
batch-priority-2026-summer
op0itbl
LocalLLaMA
1tt7cgr
1tt7cgr
0
flower-power-123
1,780,262,146
I have a couple of questions that are maybe obvious to you but not to me: * You seem to be saying that deepseek is a less capable model than chatGPT. Why do you think that? I use deepseek a lot and I find it to be very good. * Did you use a local model at all in this? I'm not objecting. It looks like your te...
1
false
/r/LocalLLaMA/comments/1tt7cgr/how_to_move_90_of_your_coding_to_deepseek_at_25/op0itbl/
1,789,195,128
batch-priority-2026-summer
op0j4vm
LocalLLaMA
1tt7cgr
op0ia64
1
PetersOdyssey
1,780,262,242
How is a harness for using open source models off topic?
1
true
/r/LocalLLaMA/comments/1tt7cgr/how_to_move_90_of_your_coding_to_deepseek_at_25/op0j4vm/
1,789,195,135
batch-priority-2026-summer
op0j9jj
LocalLLaMA
1tt7cgr
op0itbl
1
PetersOdyssey
1,780,262,281
1. It is overwhelmingly less capable on complex tasks 2. Yeah, it uses Deepseek Flash for a good number of them
1
true
/r/LocalLLaMA/comments/1tt7cgr/how_to_move_90_of_your_coding_to_deepseek_at_25/op0j9jj/
1,789,195,128
batch-priority-2026-summer
op0jwv5
LocalLLaMA
1tt7cgr
op0j4vm
2
ttkciar
1,780,262,478
It seems to be about local inference only incidentally, while focusing primarily on remote inference services.
1
false
/r/LocalLLaMA/comments/1tt7cgr/how_to_move_90_of_your_coding_to_deepseek_at_25/op0jwv5/
1,789,195,135
batch-priority-2026-summer
op0ogsx
LocalLLaMA
1tt7cgr
op0ia64
1
flower-power-123
1,780,263,887
The guy wrote software that he is giving away for free and it uses a local model. Please reconsider your decision.
1
false
/r/LocalLLaMA/comments/1tt7cgr/how_to_move_90_of_your_coding_to_deepseek_at_25/op0ogsx/
1,789,195,135
batch-priority-2026-summer
op0vy78
LocalLLaMA
1tt7cgr
op0ogsx
2
ttkciar
1,780,266,302
I looked at it more closely to see if I was missing something, but it appears he did not use a locally hosted model. All of his data was processed using commercial inference service APIs. Besides that, though, u/PetersOdyssey has not been particularly active in the sub, and falls quite a bit short of the 10% threshol...
1
false
/r/LocalLLaMA/comments/1tt7cgr/how_to_move_90_of_your_coding_to_deepseek_at_25/op0vy78/
1,789,195,135
batch-priority-2026-summer
op1jtin
LocalLLaMA
1tt7cgr
op0vy78
3
PetersOdyssey
1,780,274,712
Yes will do, thanks!
1
true
/r/LocalLLaMA/comments/1tt7cgr/how_to_move_90_of_your_coding_to_deepseek_at_25/op1jtin/
1,789,195,135
batch-priority-2026-summer
op0gan8
LocalLLaMA
1tt7ebp
1tt7ebp
0
AutoModerator
1,780,261,398
Hello! Your post was removed as you do not have sufficient karma on r/LocalLLaMa. We are doing this in response to the large volume of spam we are unfortunately experiencing. Please participate in the sub (through comments), gain the minimum of 5 karma and then re-post *I am a bot, and this action was performed automa...
1
null
/r/LocalLLaMA/comments/1tt7ebp/deleted_by_user/op0gan8/
1,789,195,126
batch-priority-2026-summer
op0tlr8
LocalLLaMA
1tt94uv
1tt94uv
0
AutoModerator
1,780,265,523
Hello! Your post was removed as you do not have sufficient karma on r/LocalLLaMa. We are doing this in response to the large volume of spam we are unfortunately experiencing. Please participate in the sub (through comments), gain the minimum of 5 karma and then re-post *I am a bot, and this action was performed automa...
1
null
/r/LocalLLaMA/comments/1tt94uv/qwen3coder_30b_at_985_ts_on_strix_halo_has_anyone/op0tlr8/
1,789,195,126
batch-priority-2026-summer
op14ocz
LocalLLaMA
1ttalm9
1ttalm9
0
Thrumpwart
1,780,269,258
*Semantic Tube Prediction (STP) leverages representation geometric to regularize LLM hidden-state trajectories toward locally linear geodesics during fine-tuning, thereby greatly improving data efficiency. The original STP recipe samples random token sub-spans, which is compatible with the base large language model (LL...
2
null
/r/LocalLLaMA/comments/1ttalm9/semantic_step_prediction_multistep_latent/op14ocz/
1,789,195,128
batch-priority-2026-summer
op1b9ax
LocalLLaMA
1ttbhh1
1ttbhh1
0
AutoModerator
1,780,271,586
Hello! Your post was removed as you do not have sufficient karma on r/LocalLLaMa. We are doing this in response to the large volume of spam we are unfortunately experiencing. Please participate in the sub (through comments), gain the minimum of 5 karma and then re-post *I am a bot, and this action was performed automa...
1
null
null
1,789,195,131
batch-priority-2026-summer
op1r6si
LocalLLaMA
1ttd6gq
1ttd6gq
0
ttkciar
1,780,277,450
Violates Rule Three: Low-effort post
1
null
/r/LocalLLaMA/comments/1ttd6gq/comment/op1r6si/
1,789,195,128
batch-priority-2026-summer
op6yzwy
LocalLLaMA
1ttd6gq
op1r6si
1
VirtualAlias
1,780,345,851
Sorry, saw stuff like this: https://www.reddit.com/r/LocalLLaMA/comments/1ttn15z/entire_world_we_need_more_gpus_meanwhile_jensen/ which is way less work than it took for me to identify that chain of supply attacks are picking up, that a meaningful/novel solution in the future would be to pass specs rather than actual c...
1
null
/r/LocalLLaMA/comments/1ttd6gq/comment/op6yzwy/
1,789,195,136
batch-priority-2026-summer
op72emw
LocalLLaMA
1ttd6gq
1ttd6gq
0
ttkciar
1,780,346,787
I remove low-effort, low-value trash-posts like that dancing Jensen video when I see them in time, but not after they've already gathered hundreds of upvotes. Sometimes removing a popular post risks inciting widespread backlash, and it's best to avoid that.
1
null
/r/LocalLLaMA/comments/1ttd6gq/comment/op72emw/
1,789,195,149
batch-priority-2026-summer
op9ff2r
LocalLLaMA
1ttd6gq
op72emw
1
VirtualAlias
1,780,376,626
That's fair - I'd probably do the same thing thing. Not worth the smoke.
1
null
/r/LocalLLaMA/comments/1ttd6gq/comment/op9ff2r/
1,789,195,143
batch-priority-2026-summer
op1q8sw
LocalLLaMA
1ttdirm
1ttdirm
0
WhyLifeIs4
1,780,277,095
https://preview.redd.it/…blog/minimax-m3)
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1ttdirm/deleted_by_user/op1q8sw/
1,789,195,126
batch-priority-2026-summer
op1t9n7
LocalLLaMA
1ttdy9r
1ttdy9r
0
AutoModerator
1,780,278,228
Hello! Your post was removed as you do not have sufficient karma on r/LocalLLaMa. We are doing this in response to the large volume of spam we are unfortunately experiencing. Please participate in the sub (through comments), gain the minimum of 5 karma and then re-post *I am a bot, and this action was performed automa...
1
null
/r/LocalLLaMA/comments/1ttdy9r/executing_a_plan_under_context_constraints/op1t9n7/
1,789,195,126
batch-priority-2026-summer
op29nzy
LocalLLaMA
1ttg7v3
1ttg7v3
0
AutoModerator
1,780,284,569
Hello! Your post was removed as you do not have sufficient karma on r/LocalLLaMa. We are doing this in response to the large volume of spam we are unfortunately experiencing. Please participate in the sub (through comments), gain the minimum of 5 karma and then re-post *I am a bot, and this action was performed automa...
1
null
null
1,789,195,127
batch-priority-2026-summer
op2bjte
LocalLLaMA
1ttgc89
1ttgc89
0
Kazushi998
1,780,285,356
in your experience, does gemma 2b, 4b good for casual chat?
1
false
/r/LocalLLaMA/comments/1ttgc89/faster_performance_using_gemma_4_2b_and_4b_using/op2bjte/
1,789,195,151
batch-priority-2026-summer
op2ccrq
LocalLLaMA
1ttgc89
1ttgc89
0
AfternoonOk5482
1,780,285,698
5 seconds for a 4b model to write a poem doesn't sound super fast. Is that CPU inference? Maybe you could use a token counter to estimate the tokens and wrap your api call on a time counter so you give a better tokens per second estimation.
1
false
/r/LocalLLaMA/comments/1ttgc89/faster_performance_using_gemma_4_2b_and_4b_using/op2ccrq/
1,789,195,151
batch-priority-2026-summer
op2d683
LocalLLaMA
1ttgc89
op2ccrq
1
AnticitizenPrime
1,780,286,039
It was like a 70 line poem, and that's just me guessing at the time. But yeah, I wanted to get hard numbers for this post, but it's been surprisingly challenging to get accurate numbers. Maybe I'm doing it wrong. I can say that it's clearly faster than using the Q4 quant via llama.cpp, just by having them both loaded i...
1
true
/r/LocalLLaMA/comments/1ttgc89/faster_performance_using_gemma_4_2b_and_4b_using/op2d683/
1,789,195,151
batch-priority-2026-summer
op2dvuo
LocalLLaMA
1ttgc89
1ttgc89
0
annodomini
1,780,286,343
I suspect probably one of the big reasons it's so much faster is that LiteRT already supports` MTP for Gemma 4. That's a [work in progress for llama.cpp](https://github.com/ggml-org/llama.cpp/pull/23398), though that PR only covers 31B and 26B-A4B, MTP works differently on E4B and E2B so that would be another change s...
4
false
/r/LocalLLaMA/comments/1ttgc89/faster_performance_using_gemma_4_2b_and_4b_using/op2dvuo/
1,789,195,151
batch-priority-2026-summer
op2f036
LocalLLaMA
1ttgc89
op2dvuo
1
AnticitizenPrime
1,780,286,825
Dammit, that's something I meant to mention in my post, but it got lost in the shuffle. Yes! That was one of the big wins, too, lol. Edit: I did mention MTP in the post title, but forgot to elaborate on it in the description.
-1
true
/r/LocalLLaMA/comments/1ttgc89/faster_performance_using_gemma_4_2b_and_4b_using/op2f036/
1,789,195,151
batch-priority-2026-summer
op2fgq2
LocalLLaMA
1ttgc89
op2d683
2
annodomini
1,780,287,024
What's wrong with audio on llama.cpp? It works fine for me for E2B and E4B.
1
false
/r/LocalLLaMA/comments/1ttgc89/faster_performance_using_gemma_4_2b_and_4b_using/op2fgq2/
1,789,195,151
batch-priority-2026-summer
op2fs24
LocalLLaMA
1ttgc89
op2fgq2
3
AnticitizenPrime
1,780,287,159
Maybe it's just that none of the clients I use accept audio as an input modality. Could just be a skill issue on my part.
1
true
/r/LocalLLaMA/comments/1ttgc89/faster_performance_using_gemma_4_2b_and_4b_using/op2fs24/
1,789,195,151
batch-priority-2026-summer
op2gbb2
LocalLLaMA
1ttgc89
op2fs24
4
annodomini
1,780,287,388
Can just use it with llama-ui. There's an option for "show microphone on empty input" that gives you a microphone button you can use to easily record audio input, or you can attach it as files.
1
false
/r/LocalLLaMA/comments/1ttgc89/faster_performance_using_gemma_4_2b_and_4b_using/op2gbb2/
1,789,195,151
batch-priority-2026-summer
op2vzns
LocalLLaMA
1ttgc89
1ttgc89
0
OsmanthusBloom
1,780,294,760
That sounds interesting. Have you tried benchmarking with llama-benchy? (note the y) It can benchmark OpenAI endpoints.
0
false
/r/LocalLLaMA/comments/1ttgc89/faster_performance_using_gemma_4_2b_and_4b_using/op2vzns/
1,789,195,151
batch-priority-2026-summer
op2ned4
LocalLLaMA
1tti9nb
1tti9nb
0
AutoModerator
1,780,290,556
Hello! Your post was removed as you do not have sufficient karma on r/LocalLLaMa. We are doing this in response to the large volume of spam we are unfortunately experiencing. Please participate in the sub (through comments), gain the minimum of 5 karma and then re-post *I am a bot, and this action was performed automa...
1
null
/r/LocalLLaMA/comments/1tti9nb/i_built_a_selfhosted_idea_buildready_spec_tool/op2ned4/
1,789,195,129
batch-priority-2026-summer
op2py0o
LocalLLaMA
1ttinql
1ttinql
0
AutoModerator
1,780,291,770
Hello! Your post was removed as you do not have sufficient karma on r/LocalLLaMa. We are doing this in response to the large volume of spam we are unfortunately experiencing. Please participate in the sub (through comments), gain the minimum of 5 karma and then re-post *I am a bot, and this action was performed automa...
1
null
null
1,789,195,131
batch-priority-2026-summer
op2t9jc
LocalLLaMA
1ttj65q
1ttj65q
0
AutoModerator
1,780,293,397
Hello! Your post was removed as you do not have sufficient karma on r/LocalLLaMa. We are doing this in response to the large volume of spam we are unfortunately experiencing. Please participate in the sub (through comments), gain the minimum of 5 karma and then re-post *I am a bot, and this action was performed automa...
1
null
null
1,789,195,130
batch-priority-2026-summer
op2us6h
LocalLLaMA
1ttjevx
1ttjevx
0
AutoModerator
1,780,294,145
Hello! Your post was removed as you do not have sufficient karma on r/LocalLLaMa. We are doing this in response to the large volume of spam we are unfortunately experiencing. Please participate in the sub (through comments), gain the minimum of 5 karma and then re-post *I am a bot, and this action was performed automa...
1
null
null
1,789,195,129
batch-priority-2026-summer
op36tb5
LocalLLaMA
1ttl4eu
1ttl4eu
0
grabber4321
1,780,300,400
Those that you mentioned might work. The main thing about these models - you have to have a good harness for them. Get OpenCode - its very good at using all the model's capabilities. Again, you dont have a dedicated GPU, so your CPU is going to struggle.
2
false
https://www.reddit.com/r/LocalLLaMA/comments/1ttl4eu/best_coding_models_for_cpu_based_set_and_lmstudio/op36tb5/
1,789,195,131
batch-priority-2026-summer
op8ojnp
LocalLLaMA
1ttl4eu
1ttl4eu
0
SplitNice1982
1,780,365,846
Maybe something like this can work too especially since it should use much less vram for context compared to the others: https://huggingface.co/unsloth/Nemotron-3-Nano-30B-A3B-GGUF/tree/main Most likely though gpt-oss or Qwen should work well.
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1ttl4eu/best_coding_models_for_cpu_based_set_and_lmstudio/op8ojnp/
1,789,195,131
batch-priority-2026-summer
opxhrgc
LocalLLaMA
1ttl4eu
1ttl4eu
0
KURD_1_STAN
1,780,676,641
Wouldn't gemma 26b and/or qwen 35b at a 20-25GB size be better than the 9b ? Idk how moe work on cpu but of it is the same then it gotta be faster
1
false
https://www.reddit.com/r/LocalLLaMA/comments/1ttl4eu/best_coding_models_for_cpu_based_set_and_lmstudio/opxhrgc/
1,789,195,131
batch-priority-2026-summer
op3754r
LocalLLaMA
1ttl4xl
1ttl4xl
0
digitalfreshair
1,780,300,573
what the memory bandwidth?
5
null
/r/LocalLLaMA/comments/1ttl4xl/removed_by_moderator/op3754r/
1,789,195,128
batch-priority-2026-summer
op37ech
LocalLLaMA
1ttl4xl
1ttl4xl
0
okoyl3
1,780,300,710
You still spent your wedding budget on a 1T AI girlfriend
6
null
/r/LocalLLaMA/comments/1ttl4xl/removed_by_moderator/op37ech/
1,789,195,128
batch-priority-2026-summer
op37hmv
LocalLLaMA
1ttl4xl
1ttl4xl
0
mrgreatheart
1,780,300,759
You didn’t think to bring back a few of their hyper efficient 3B models that run on a 2018 iPod but beat Mythos senseless on every benchmark between now and 2038?
8
null
/r/LocalLLaMA/comments/1ttl4xl/removed_by_moderator/op37hmv/
1,789,195,128
batch-priority-2026-summer
op38gfr
LocalLLaMA
1ttl4xl
1ttl4xl
0
pmttyji
1,780,301,279
>Only downside is I accidentally caused three timeline paradoxes .... So when's the bubble burst? Open models won, right?
3
null
/r/LocalLLaMA/comments/1ttl4xl/removed_by_moderator/op38gfr/
1,789,195,128
batch-priority-2026-summer
op397ei
LocalLLaMA
1ttl4xl
1ttl4xl
0
airen977
1,780,301,688
Bitcoin in 2038?
1
null
/r/LocalLLaMA/comments/1ttl4xl/removed_by_moderator/op397ei/
1,789,195,128
batch-priority-2026-summer
op3989e
LocalLLaMA
1ttl4xl
1ttl4xl
0
Davsp36
1,780,301,701
Has GTA 6 released when you were there?
2
null
/r/LocalLLaMA/comments/1ttl4xl/removed_by_moderator/op3989e/
1,789,195,128
batch-priority-2026-summer
op39oh9
LocalLLaMA
1ttl4xl
op3989e
1
superdariom
1,780,301,946
Let's not get in to the realms of fantasy here..
2
null
/r/LocalLLaMA/comments/1ttl4xl/removed_by_moderator/op39oh9/
1,789,195,128
batch-priority-2026-summer
op39vco
LocalLLaMA
1ttl4xl
1ttl4xl
0
LocalLLaMA-ModTeam
1,780,302,049
Rule 3
1
null
/r/LocalLLaMA/comments/1ttl4xl/removed_by_moderator/op39vco/
1,789,195,128
batch-priority-2026-summer
op3lhfn
LocalLLaMA
1ttl68u
1ttl68u
0
DeltaSqueezer
1,780,308,154
It's always good to get hands dirty and do the implementation, only then do you _really_ know. I have a vague idea of how transformers work, but I don't really know and couldn't implement one from scratch from memory. Until I implement it, I will not really understand it. Unfortunately, time is a limited resource and ...
1
null
/r/LocalLLaMA/comments/1ttl68u/i_built_my_own_hnsw_from_scratch_here_is_what_i/op3lhfn/
1,789,195,130
batch-priority-2026-summer
op3pa8r
LocalLLaMA
1ttl68u
op3lhfn
1
Scared_Animator9241
1,780,309,962
Completely agree on the 80/20 rule, time is the ultimate bottleneck. You have to choose your battles
1
null
/r/LocalLLaMA/comments/1ttl68u/i_built_my_own_hnsw_from_scratch_here_is_what_i/op3pa8r/
1,789,195,130
batch-priority-2026-summer
op3j9kd
LocalLLaMA
1ttlqys
1ttlqys
0
rhinodevil
1,780,307,060
Very nice! Back in the days (even pre-LLM) I tried to build a robot with a smartphone as its brain with [https://www.kickstarter.com/projects/peterseid/romo-the-smartphone-robot-for-everyone/](https://www.kickstarter.com/projects/peterseid/romo-the-smartphone-robot-for-everyone/) and [https://www.robot-advance.com/EN/a...
5
null
/r/LocalLLaMA/comments/1ttlqys/how_to_build_a_shitty_robot/op3j9kd/
1,789,195,131
batch-priority-2026-summer
op40z8m
LocalLLaMA
1ttlqys
1ttlqys
0
Fickle-Box1433
1,780,314,825
Turns out the killer app for local LLMs is a $10 toy robot that tells kids jokes in the backyard. Sometimes the best use case finds you at the toy store.
1
null
/r/LocalLLaMA/comments/1ttlqys/how_to_build_a_shitty_robot/op40z8m/
1,789,195,131
batch-priority-2026-summer
op4aqn9
LocalLLaMA
1ttlqys
op40z8m
1
rhinodevil
1,780,318,262
I was always wondering (no joke) why there is no electronic pet from e.g. Apple, like this [https://www.pleoworld.com/pleo\_rb/eng/products.php](https://www.pleoworld.com/pleo_rb/eng/products.php) , but in good.
1
null
/r/LocalLLaMA/comments/1ttlqys/how_to_build_a_shitty_robot/op4aqn9/
1,789,195,131
batch-priority-2026-summer
op4i451
LocalLLaMA
1ttlqys
1ttlqys
0
kiwibonga
1,780,320,593
I'm working on AI-powered pets. Kind of disappointed with the robot kits out there; they're all pretty much underfunded public school science project level shit-ass components. You're better off rooting an android phone and strapping it to the chassis than using any of the overpriced arduino components (for more than m...
2
null
/r/LocalLLaMA/comments/1ttlqys/how_to_build_a_shitty_robot/op4i451/
1,789,195,131
batch-priority-2026-summer
op6hdhc
LocalLLaMA
1ttlqys
op4i451
1
Turbulent_Pin7635
1,780,340,907
Lego storm?
1
null
/r/LocalLLaMA/comments/1ttlqys/how_to_build_a_shitty_robot/op6hdhc/
1,789,195,131
batch-priority-2026-summer
op80d28
LocalLLaMA
1ttlqys
op3j9kd
1
badlogicgames
1,780,357,294
ohhh! i remember that rovio thing. the memory system is a markdown file on disk, that the agent can modify with a simple TODO list like tool. its context get auto-injected into the system prompt each turn. plenty effective for this use case.
2
null
/r/LocalLLaMA/comments/1ttlqys/how_to_build_a_shitty_robot/op80d28/
1,789,195,131
batch-priority-2026-summer
op9xfw3
LocalLLaMA
1ttlqys
op80d28
2
rhinodevil
1,780,385,402
Seems to me like no RAG, if I understand correctly. I was just asking, because I have a project where I do memory extraction from recent chats and later memory injection via RAG (cosine similarity score & reranking) and I experienced the local LLMs to be limited in understanding that and very sensitive about the prompt...
1
null
/r/LocalLLaMA/comments/1ttlqys/how_to_build_a_shitty_robot/op9xfw3/
1,789,195,131
batch-priority-2026-summer
op3hcdp
LocalLLaMA
1ttlxxe
1ttlxxe
0
Automatic-Arm8153
1,780,306,063
Pretty much everyone here does. It’s pretty standard and well known. You have now discovered the frontier space of AI users. Unless your an AI yourself
8
null
/r/LocalLLaMA/comments/1ttlxxe/mcp_works_with_local_models_too_and_the_server/op3hcdp/
1,789,195,131
batch-priority-2026-summer
op3yv8e
LocalLLaMA
1ttlxxe
1ttlxxe
0
blakok14
1,780,314,019
Where are you trying it? I use it with Opencode and it doesn't know how to use the mcps
1
null
/r/LocalLLaMA/comments/1ttlxxe/mcp_works_with_local_models_too_and_the_server/op3yv8e/
1,789,195,131
batch-priority-2026-summer
op4lg71
LocalLLaMA
1ttlxxe
1ttlxxe
0
Schlick7
1,780,321,618
Yes most of us use them. The trick for MCP's is to turn them on/off as needed and not let them just stay on all of the time. If you are using a small model or limited context like some here are this is very important. Some MCP's add pretty large amount of Prompt context.
2
null
/r/LocalLLaMA/comments/1ttlxxe/mcp_works_with_local_models_too_and_the_server/op4lg71/
1,789,195,131
batch-priority-2026-summer
op3c5v0
LocalLLaMA
1ttlz3u
1ttlz3u
0
EatTFM
1,780,303,301
Qwen 27B bartowsky IQ4 looks interesting. In all other cases I'd prefer the VRAM savings over marginal speed increments.
4
null
null
1,789,195,130
batch-priority-2026-summer
op4bk0q
LocalLLaMA
1ttlz3u
1ttlz3u
0
mr_Owner
1,780,318,529
In my personal webdev usages, by comparing with and without mtp I noticed no-mtp ftw on output quality!
-1
null
null
1,789,195,130
batch-priority-2026-summer
op4gdhc
LocalLLaMA
1ttlz3u
op4bk0q
1
Ok_Warning2146
1,780,320,061
Probably MTP is not meant for single user?
-2
null
null
1,789,195,130
batch-priority-2026-summer
End of preview. Expand in Data Studio

Reddit Comment Trees Sample — Initial snapshot

Initial sample: 43,913 posts and 59,874 comments across three communities. This is a selected, structurally checked snapshot, with incomplete subreddit coverage. It is not a complete three-month archive.

Overview

Posts and associated comments from r/LocalLLaMA, r/wallstreetbets, and r/SkincareAddiction. The requested post window is June 1–August 31, 2026 in Asia/Shanghai, with UTC bounds 2026-05-31 16:00:00 inclusive to 2026-08-31 16:00:00 exclusive. This window is not calendar Q2 or Q3. Only candidates with resolved stored relationships, no outstanding pagination or review flags, and counts matching the collector's expected count are included. These checks do not prove upstream recall. link_id, parent_id, and recomputed depth preserve the relationships in the selected records.

Why this dataset exists

Public Reddit archives include data after the 2023 API changes; freshness alone is not a unique feature. This sample focuses on documented time coverage, explicit post/comment relationships, typed columns, and reproducible collection snapshots. The three communities provide examples of AI discussion, market discussion, and consumer product feedback. The release will report observed gaps instead of treating unavailable records as successfully collected data.

Coverage

Subreddit Posts Comments Observed post timestamps (UTC, inclusive endpoints) Maximum depth
LocalLLaMA 3,778 21,850 2026-05-31T16:13:21+00:00 to 2026-08-31T15:31:52+00:00 15
wallstreetbets 10,310 12,500 2026-05-31T16:17:43+00:00 to 2026-08-31T15:53:36+00:00 10
SkincareAddiction 29,825 25,524 2026-05-31T16:04:12+00:00 to 2026-08-31T15:58:30+00:00 9

Observed endpoints do not establish gap-free coverage. Historical post discovery remains incomplete. The sample includes zero-comment posts and disproportionately small comment trees; it is not a representative or balanced sample of these communities. The date window selects posts. Associated comments retain their collection-time snapshot, including comments newer than the post window. Per-community comment dates, depth distributions, deletion/removal ratios, null counts and file checksums are measured in stats/summary.json.

Schema

Both tables use Parquet with Zstandard compression. Text is not truncated; timestamps are Unix seconds in UTC. Media files are not included. Preserve source text, except any documented anonymization. No additional anonymization is applied. Missing or unsupported scalar fields remain null, including unknown authors; null is not converted to [deleted]. Community names are normalized against each linked post. All non-key scalar fields may be null.

Posts

Field Type Description
id string Post ID without the t3_ prefix
subreddit string One of the three listed communities
author string Source author; deleted accounts use [deleted]
created_utc int64 Post creation time, Unix seconds UTC
title string Original post title
selftext string Original post text; empty string for a link post
url string External URL or post permalink
score int32 Score snapshot at collection time
upvote_ratio float32 Source upvote ratio
num_comments int32 Reddit's displayed count; may differ from collected rows
flair string Nullable post flair
is_nsfw bool Source NSFW flag
permalink string Reddit permalink
crawled_at int64 Collection time, Unix seconds UTC
batch_id string Collection batch identifier

Comments

Field Type Description
id string Comment ID without the t1_ prefix
subreddit string Same community as the linked post
link_id string Linked post ID without the t3_ prefix
parent_id string Unprefixed parent ID; top-level comments use link_id
depth int16 Top-level comments have depth 0
author string Source author; deleted accounts use [deleted]
created_utc int64 Comment creation time, Unix seconds UTC
body string Original text; preserve [deleted] and [removed] markers
score int32 Score snapshot at collection time
is_submitter bool Whether the author is the post's submitter
permalink string Reddit permalink
crawled_at int64 Collection time, Unix seconds UTC
batch_id string Collection batch identifier

Resolve a depth-0 parent against posts; resolve a deeper parent against comments, within the same subreddit and link_id. Post and comment IDs belong to different namespaces even when their prefixes are removed. The two HF configurations are posts and comments, each with a train split used as a storage partition, not a predefined ML training benchmark. Subreddit folders group files; they do not automatically become separate HF configurations.

Collection method and known gaps

Collected through an existing Reddit business API using multiple third-party providers. Initial and continuation results were merged by post/comment ID. The exported snapshot was prepared at 2026-09-12T14:48:06+00:00.

All selected records pass post-scope, unique-ID, parent-resolution, cycle, derived-depth and stored-comment-count checks. Comment text was compared with the source database without truncation. At least 24 randomly selected comments were manually inspected across the three communities. Local Parquet loading was checked with datasets, pandas and DuckDB.

Full tree completeness and complete subreddit recall are not asserted: unavailable posts, source-side omissions, historical search gaps and all unresolved review records are outside this sample. Placeholder comment IDs such as deleted are excluded by excluding affected threads; valid IDs with [deleted] or [removed] text are retained.

Source usernames and public text are retained when provided. Moderator and bot replies, removed-content notices, informal language and potentially offensive text may be present; this is not a filtered human-only conversation dataset. Media, credentials, private messages and raw API responses are not included.

Scores, displayed post comment counts and comment rows come from different collection snapshots. The displayed num_comments field is not a lifetime total or a completeness guarantee.

Load the data

Choose one of the two real Parquet configurations. The files contain source records, not placeholder rows. Choose a config explicitly because posts and comments have different schemas. See examples/load.py for separate datasets, pandas, and DuckDB examples.

from datasets import load_dataset
comments = load_dataset("mashu-data/reddit-comments-sample", "comments", split="train", streaming=True)
print(next(iter(comments)))
import duckdb
from huggingface_hub import hf_hub_download

path = hf_hub_download(
    repo_id="mashu-data/reddit-comments-sample",
    repo_type="dataset",
    filename="data/comments/subreddit=LocalLLaMA/part-0.parquet",
)
con = duckdb.connect()
con.execute("""
    SELECT id, link_id, parent_id, depth
    FROM read_parquet(?, hive_partitioning=false) LIMIT 20
""", [path]).df()

Full dataset and custom delivery

Need more communities, a longer time range, or specific fields? Contact Mashu Data. Ask about verified batch availability and custom subreddit, date-range or field selection before ordering. This sample does not establish availability of 20 communities, a complete 12-month archive or scheduled weekly updates. Website: mashudata.com.

License and use

The sample is designated CC BY-NC 4.0 for non-commercial research use, to the extent Mashu Data holds rights in the released material. Reddit users retain rights in their content; the repository license does not replace those rights or grant rights held by third parties. For commercial use or delivery terms, contact Mashu Data. Cite the dataset repository and the exact revision used in your work; this dataset is not affiliated with or endorsed by Reddit.

Downloads last month
67