Commit Graph

230 Commits

Author SHA1 Message Date
Aleksandr Borzunov
38661887c0 Increase default client's timeout 2022-11-29 10:24:03 +00:00
Aleksandr Borzunov
d8dac556a6 Remove excess .float() cast 2022-11-29 10:23:36 +00:00
Aleksandr Borzunov
6190a5909e Move inference/fwd/bwd outputs to the same devices and dtypes as inputs 2022-11-29 09:59:54 +00:00
Aleksandr Borzunov
3a37e4fa44 Set low_cpu_mem_usage=True by default (fix) 2022-11-29 09:05:49 +00:00
Aleksandr Borzunov
86d08bf515 Don't cast logits to float32 on GPU 2022-11-29 08:58:58 +00:00
Aleksandr Borzunov
6e7565e41e Set low_cpu_mem_usage=True by default 2022-11-29 08:35:22 +00:00
Aleksandr Borzunov
a16b78f019 Remove warning about RemoteSequential being experimental 2022-11-29 07:23:53 +00:00
Aleksandr Borzunov
e37b2f526a Show tracebacks in case of empty error messages 2022-11-29 07:23:04 +00:00
Alexander Borzunov
c6e1b5a8e5
Add various server timeouts, lower --max_batch_size and --inference_max_length defaults (#97) 2022-11-29 10:00:47 +04:00
Alexander Borzunov
d8ef09146e
Improve server's logging (#96)
Log all RPC calls with block indices and shortened peer IDs, print attention cache stats.
2022-11-29 08:45:50 +04:00
Artem Chumachenko
fdb3583a8c
Add Beam Search decoding algorithm (#87)
Add beam_search
2022-11-28 13:02:07 +04:00
Alexander Borzunov
fef7257fe0
Try to fix protobuf versions once again (#95)
The goals of these changes are:

- Make Petals work in Colab right after just doing `pip install -r requirements.txt`
- Make tests work independently of the protobuf package version chosen while installing dependencies
2022-11-28 12:18:03 +04:00
Aleksandr Borzunov
1b51703444 Revert protobuf version change 2022-11-28 07:19:54 +00:00
Alexander Borzunov
b26b0b7121
Require hivemind with fixed compression and protobuf working on Colab (#94) 2022-11-28 10:51:37 +04:00
Alexander Borzunov
8a73b41a42
Make ServerState announcements work better (#93)
- Before this PR, `ServerState.JOINING` was announced only once. This announcement quickly expires in case of the full-size BLOOM, since loading blocks takes several minutes. This PR fixes it, so `ServerState.JOINING` is announced periodically in a thread until blocks are loaded.

- This PR also makes the `Server` class a non-thread, so it runs in the main thread and can catch `KeyboardInterrupt`. This is important, since if we are downloading blocks right now, we need to stop it and send the `ServerState.OFFLINE` message. Note that `ModuleContainer` is still a thread.

- (minor) For the sake of readability, I moved the `ModuleContainer.create()` definition, so it is now defined before `Server.__init__()` (this is because `.create()` is invoked first).
2022-11-28 07:44:03 +04:00
Alexander Borzunov
dc71574a63
Use public swarm by default (#92)
This PR makes servers and clients use public swarm's bootstrap peers if no other initial peers are specified.

If you'd like a server to start a new swarm, provide the `--new_swarm` CLI argument.
2022-11-28 03:44:41 +04:00
Alexander Borzunov
11d6ba683c
Make inference, forward, and backward fully fault-tolerant (#91) 2022-11-27 04:11:54 +04:00
Artem Chumachenko
695df826c2
Force reinstall for hivemind in example notebooks (#88) 2022-11-25 22:48:16 +04:00
Alexander Borzunov
dc6ecccac5
Implement timeouts in forward/backward (#90) 2022-11-25 10:43:36 +04:00
Aleksandr Borzunov
4518d65fdd Add MIT license 2022-11-24 22:25:51 +00:00
Alexander Borzunov
898f614515
Fix floating point issues in block_selection.py (#89) 2022-11-25 02:17:59 +04:00
Alexander Borzunov
c07a7e0812
Add "Terms of Use" 2022-11-21 18:54:07 +04:00
Artem Chumachenko
0d9c7de0bd
Add sst-2 ipynb example (#86)
- Add sst-2 example of a prompt-based training
- Have some enhancement in the persona-chat example
2022-11-07 13:55:00 +04:00
Alexander Borzunov
57e8d2e721
Implement exponential backoff for forward & backward (#85) 2022-11-02 01:21:15 +04:00
Alexander Borzunov
ee4e69c254
Enable rebalancing by default (#84) 2022-11-02 00:50:01 +04:00
Artem Chumachenko
2cb82dd648
Add colab-related changes (#80)
Add some stuff to work on COLAB more comfortable.

Co-authored-by: Alexander Borzunov <hxrussia@gmail.com>
2022-11-01 13:35:16 +04:00
Alexander Borzunov
87fd6a4f08
Fix "Too many open files" during rebalancing (#83)
Now, the number of open files stays the same after every rebalancing.
2022-11-01 04:37:13 +04:00
Alexander Borzunov
f64eb3a665
Update hivemind to 1.1.2, mark model argument as required (#81) 2022-10-26 03:23:18 +04:00
Alexander Borzunov
149f433763
Rebalance swarm when necessary (#34) 2022-10-12 14:28:27 +04:00
Alexander Borzunov
640bbc38a9
Make even smaller readability changes 2022-09-20 15:03:57 +04:00
Alexander Borzunov
d1b012b479
Make small readability & style changes to the instructions (#77) 2022-09-20 15:00:59 +04:00
justheuristic
fef48d7d99
Use bitsandbytes==0.34.0, update readme (#76)
* unlock bnb backward
* Fix bnb version in README
* Update requirements.txt
2022-09-20 13:07:34 +03:00
justheuristic
8caf1145a8
Quality of life changes: update readme, simplify run_server interface (#75)
- run_server now accepts model name as both positional and keyword argument
- changed names in README to account for interface updates
- moved model conversion from README to a separate wiki page
- updated requirements.txt
2022-09-20 03:51:57 +03:00
Artem Chumachenko
1046911dea
Add prompt tuning example on Personachat dataset (#69) 2022-09-19 14:52:35 +04:00
justheuristic
3fdcc55a56
fix protobuf version (#74)
* fix protobuf version
2022-09-18 04:54:08 +03:00
justheuristic
e92487e5d2
Update dependency versions (#71)
* update dependency versions
* install bitsandbytes cpuonly from pip
* remove deprecated API from task pool
* clearer startup logs

Co-authored-by: Tim Dettmers <dettmers@cs.washington.edu>
2022-09-13 03:51:15 +03:00
Pavel Samygin
50535a8435
Priority tasks (#47)
* priority in handlers and backend pools
* simple points system on server side
* priortize task in handler before submit task
* fix tests
* s/expert/block/g

Co-authored-by: justheuristic <justheuristic@gmail.com>
2022-09-10 22:24:42 +03:00
justheuristic
892d18fea7
Build cpuonly from bitsandbytes main (#70)
Build cpuonly from main
2022-09-08 21:06:19 +03:00
justheuristic
f3984b192a
Make attention cache wait until memory is freed (#53)
Previously, attempting to allocate with MemoryCache that does not have enough space would throw AllocationFailed.

PR changes this behavior to the following:
- by default, wait until memory is freed by other tenants (FIFO)
- if could not allocate within timeout, throw AllocationFailed
- if allocated size is too big to fit even in empty cache, throw AllocationFailed

- [x] passes existing tests
- [x] passes manual load tests

p.s. if anyone wondered: using mp.Condition will not make the code simpler, their lock behavior is slightly different to what we need here

Co-authored-by: Alexander Borzunov <hxrussia@gmail.com>
Co-authored-by: Aleksandr Borzunov <borzunov.alexander@gmail.com>
2022-09-07 02:14:34 +03:00
justheuristic
8a0c056929
Fix calling rpc_info multiple times (#60)
call info once
2022-09-07 01:41:23 +03:00
Artem Chumachenko
ada98a1b37
Add deep prompt inference (#66)
Add deep prompt in inference_step. Small refactoring in deep prompt code.
2022-09-06 21:33:00 +04:00
Alexander Borzunov
54ad745bed
Warn that current instructions involve 6B model but we will replace them soon (#63) 2022-09-05 15:05:59 +04:00
Alexander Borzunov
5f0c5329d4
Update readme with arxiv link and more discussions (#62)
Co-authored-by: justheuristic <justheuristic@gmail.com>
2022-09-05 12:04:50 +04:00
Alexander Borzunov
9bea7b9ea8
Update bullet points with feedback from Tim and other people (#61)
Co-authored-by: Tim Dettmers <tim.dettmers@gmail.com>
2022-09-03 06:38:18 +04:00
Alexander Borzunov
7653562aa1
Use latest version of Petals scheme, shrink Petals logo (#59) 2022-09-02 15:38:04 +04:00
Alexander Borzunov
2eb5843852
Update readme for the 1st public release (#57) 2022-09-01 08:41:49 +04:00
Pavel Samygin
0be21775af
remove transformer block, implement as sequential of size 1 (#54)
* remove transformer block, implement as sequence size 1
* reimplement get_remote_module
* fix readme

Co-authored-by: Alexander Borzunov <hxrussia@gmail.com>
Co-authored-by: Aleksandr Borzunov <borzunov.alexander@gmail.com>
2022-09-01 04:26:31 +03:00
Artem Chumachenko
77220c718c
Add shallow prefix-tuned inference (#55)
* Add prefix-tuned inference

* Add prefix-tuned inference

* Add preseq_length in prefix size
2022-08-31 13:21:25 +04:00
justheuristic
d271b75dd4
Let users specify sequence length instead of assuming 2048 (#52)
- Maximum length is now provided in `.inference_session(max_length=100)`
   - previously, we would always assume max length = 2048
- added a generic way to forward **kwargs to inference session
  - for compatibility with #47 
  - Note to @borzunov : it does *not* pass them arbitrarily, but instead checks for kwarg names at the bottom level
- run_server can be started with a custom max_length for inference
- renamed --cache_size_bytes to --attention_cache_bytes (to avoid collision with --cache_dir)
- --attn_cache_bytes can now support humane file sizes (e.g. 300MB instead of 314572800)
- made some server-side errors more human-readable to user (e.g. when max length is exceeded)

Co-authored-by: Aleksandr Borzunov <borzunov.alexander@gmail.com>
Co-authored-by: Alexander Borzunov <hxrussia@gmail.com>
2022-08-29 21:04:37 +03:00
Dmitry Baranchuk
948877149c
Fix recovering for sequential_backward (#50) 2022-08-29 01:05:00 +03:00